{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Discovery techniques\n",
    "\n",
    "Querying the database can be done with anything which support attaching to a PostGreSQL database. Many interface libraries for a variety of programming languages exist, so this is in the end a user's choice.\n",
    "\n",
    "That being said, often there are queries which need to be done more often, and it pays off to build convenience functions which wrap a database query. Commonly used query wrapper are found in the [discover subdirectory](../reference/geoslurp.discover.html#module-geoslurp.discover). \n",
    "\n",
    "Below are a few examples which demonstrate the use of sqlalchemy to perform queries. They make use of the data which has been registered in [this notebook](../examples/CreateDynDSet.html#Download-and-register-a-dataset-of-(fictious?)-US-Marijuana-street-prices). The queries are encapsulated in functions which return an iteratable object which is the result of the query. This is also the same pattern as most functions in the  *discover* directory obey."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from geoslurp.config import setInfoLevel\n",
    "from geoslurp.db import geoslurpConnect\n",
    "setInfoLevel()\n",
    "\n",
    "gpcon=geoslurpConnect() # this will be a connection based on the readonly user"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query a single table and visualize the result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy import select,asc\n",
    "def queryState(dbcon,state):\n",
    "    \"\"\"Query the usweedprices2 table for a given state, while sorting the results according to their timestamp\"\"\"\n",
    "    #retrieve/reflect the table (note the lowercase table name)\n",
    "    tbl=dbcon.getTable('usweedprices2','public')\n",
    "\n",
    "    qry=select([tbl]).where(tbl.c.State == state).order_by(asc(tbl.c.date))\n",
    "    \n",
    "    return dbcon.dbeng.execute(qry)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pick a state and plot the results using matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'date')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as mpl\n",
    "from datetime import datetime\n",
    "%matplotlib inline\n",
    "\n",
    "statename=\"California\"\n",
    "\n",
    "t=[]\n",
    "medq=[]\n",
    "for entry in queryState(gpcon,statename):\n",
    "    t.append(datetime.strptime(entry.date, \"%Y-%m-%d\"))\n",
    "    medq.append(entry.MedQ)\n",
    "\n",
    "\n",
    "fig,ax=mpl.subplots(figsize=(10,2))\n",
    "ax.plot(t,medq)\n",
    "mpl.ylabel(\"USD\")\n",
    "mpl.title(\"%s Medium quality Street price Marijuana\"%statename)\n",
    "mpl.xlabel(\"date\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A more complicated query which joins data between tables\n",
    "Imagine you want to geographically compare the average street price in 2024 between US states, and geographically visualize this.\n",
    "\n",
    "This requires a query which computes the average per State and an inner join with a table which contains the polygons of the states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy.sql import join,func\n",
    "def queryAveragePerState(dbcon):\n",
    "    \n",
    "    #find the two relevant tables\n",
    "    usw=dbcon.getTable('usweedprices2','public')\n",
    "    stategeo=dbcon.getTable('ne_110m_admin_1_states_provinces','globalgis')\n",
    "    \n",
    "    #create a subquery with averages per state\n",
    "    subqry1=select([usw.c.State,func.avg(usw.c.MedQ).label(\"avg\")]).group_by(usw.c.State).alias(\"uswt\")\n",
    "    \n",
    "    #join the subquery with polygon data from the stategeo table\n",
    "    j=join(subqry1,stategeo,subqry1.c.State == stategeo.c.name)\n",
    "   \n",
    "    qry=select([subqry1.c.State,subqry1.c.avg,stategeo.c.geom]).select_from(j)\n",
    "\n",
    "    return dbcon.dbeng.execute(qry)\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the result geographically using matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Zt4C74iSzqaVNXr82oY0hZZRRRhlllFFGGfcbl6SU027347uithNCyB8d7rzjeODmHutu1zvd+ImWSFVMNDVZcBHmO1EYvfM8L5fmiWUpIaBty4Kkzb1tZ9U1q67ZjN7oIbTw0HLODi5K2rhwZdMtjrRLPL+vKOX2UowfTMHkZIJtf0y1ORWqYnPV95h2kB+VVYouXf8To6gkSrcwsFyJejQtXv08qxtqUjct22nWhYVrnufikwXPzb0/r8GYnyYN82nI78G2bfa89X0qq6qoCgdZ8NBDNNXXFaSdsXNpjIyMcPT4aW70XGc0q2m1IRgK4QtFCQTDeANBgqEwFcEQwQq/Tlvn2/QtfZ/WhW7K3qMzZmh2l6ntqj338FFs2PCgjsJKxUepCAZz9aMDZ3XilivttC3punKR65fPIm2bsE8ghKAyGiUUjlBdGSEUjlBVGSaZTPLuxo2seXIddfUNnB9UkWaBrquX6Dh3EoD6gKXzJfF4vDROmsTkllaa69R5x36fGktGEqpwB1PqOjms1toBn6XLw7SHsf1IOmVr6luHzSivB6Mp1ciG0up5Q1ilGaxQngo8ejyMp1XamXSKq1eucODYSdKpNK1zF9MwqZm0ibfY6OSiKzfXFR8knKfuCiwxP4w7d05wXrXdY5AsHFvccMaaIiOIGW/cdOXmI3e+3D+kTkOVpam7no5LXDxzAq/MsviRNcybovyA1ofyDpDQcXs9qh4t12AjLPPeKqTRZNdNkoZ7zHLykJfHMfNrqWnbVS6hgB8p5W2zFA8c8/TTDFN5uU5I4X0xSD3A6dHTVIdhlrK2fq7vzbAqNLNkOpMz6ZaqzltoIqWYp5uF+0Dg7mVjyrhEgPHiKvFgTMed4HfjvTVMspuxMv3wZsxTbnwo/N5MYHpeY0aV+hHyqXDpdJrRWMz5i8ViJBJxYrEYFjZSSqqra5gxcwbBqnqEEIxqJiqRUVTF9b2Z2CK+wok/nlE0DKZ0+HTeAKevXhffagn1Y8tPvsfMuQsQdpZsNksmm8HO2qQzGWKxYfSagYxUTFLLjLlU1dbnDdKGkc2/K0zbvXYxjNyYLuOawDyuuhLuL1wdPmvLYi8Lbg2dpr68ViEjksoWfpbNaxjZbJZ4bJj46AgkY4zGRkiNxrAsi2WrH3Pall/HmdL0xF1MMUgy6TQ3uju53nmV2PBQ0WIAEJZFVVU14WgVCIG0bbJ2Fmnb2Povm81i2zapZIJkfFR9JwojEy5mMZctiUCMLVuTvtdL4+Q2Glun4fP5b7KuNUyAqT8KaaE4k1EkVdd3xd8XS7sko2aeTjjOwsW06fcOu1OQB5O2SaME0zSGlkKGXbriMSlkspIdb7/GwkWLmNw6hbZILt5JtcpdnN9feCLXmHGuVP26rrkmWlieDk3F6q4UBzYmTnWJhivKzNODgjLz9AGgzDzpOIszT7vfeY3rXR0snTMdgAotVvJ6fUTCIcLhMOFwmFAoTGU0QjAYxO+1kFJyo7eX8+fP09mjjm5L6iZnVqDm3rS5oI5bN1GmzJ7PpObW22KeksP9xEaGqfB6sDweLI8Xj8eDtDyEwhGyeowzUiJz754QPwzMk6JZhQv7BLZtkxgewLI8eL1evD4vHo+XgM+LEGJc5imfKFuPRU755OUjm82SGB5kZGgALAvLshDCwvJYiumxLBDqWUUwSDAYLGjjwpWWkQJmHfG8SttToiuZ8HJMvRdDmXlS39xd5sm0wRO73qO2vpG1K3InaZWZp9uNpMw83RrsvPWWLOwcuecUPJfOIGPUF7Lgfsx4aJIq8VxFfktU50VS2NnuCW5CW+nXE+BYXYPFhNWSE1bjlkZJ5slc77A/Zmw4dWgvyf4uHl33LEuac464vVbxAci0LeFiQAxjY2CjGHbTfI3aT9oS27Y5euQIV65exQYmTZrE9AVLnPxej2kVQFy3X9dEZpTODs8gzQSoaTGhXVUwVoU4FiZMtrDLUOVXH1VrNZbPxXkNJVVG+xLjs7RudWDEnyOmPqB+GwmgGavT+qOwDmtUpxk9Q3XrcuoYsXX+ChlWT6yHo4cPEvXYCCFoaqgHKUml02SyGbKZLBmt2peous646k1ISUNDA+HGVmrr6rkwZBZsmnjX5Bvxq1qq1DRX6EozEi5/HueTyqi4bsTVtS9JQT4qPCZOq+DeJGkWjT1xda0JKJVhVKc9rP3WF2NRDKOW0Jz2iNZDp2wXg+1MtuP3OTlmcHUx02IiYQvvx2qfSjAVrjpwM+4yn5YSDFap/I1hyMzcYjq4mZt0H85fqJ88tBc7m2HBMnWgxYJa1RiqomEA/H6/K04VpZEUSyMUcJm8mDSzdmGfM6pEo/4TBdken8m1XYyXCVYVDd4R83RXDMbLKKOMBwdzFq8gTJKt77yBb9ksFixYcM/TtCyLxYsXsXjxIrIIOjs72fjmG0gpWbp8BSLadM9puBuwbZtMJo2/YqKnv5RGNptl59ZtDA8PEw74lFJKQigcZnr7HPz+CnpHBxjsH2B4sJ9EMomtOZdssIolK8aetJTNZNj05t/z0KzpPL7uaZqjaqVvGJiCadJIsfWtkdo50j87S09PD3/x19+lqrqapc995pbyFxsZ4Xp3F/09XYzGYg7zefLEMb701V8kGAzdJAaFVDLJ5cvnuXb1MnY2y6rHn6TC9W3H5YucO32CoFfZfGmezMlvMBAkGA4TCkUIhUPUNzRB0XOSy7gbmLt4BZfPnmTPlrdZ+cTT95uc+4Ky5OleYgKaI8PN5wyJi6tz3AZ2jmjVLnyfM94s5LaLLWw+cHXcLfD4OcHEzT4qvrIraWh4BxgTg0t64r53RNEFHxZftbpXR7dKk5EqGKnArBrJ66+9xtKH5tPePlPFrcO6VQpuOse2JVOmegWqW442cXLUc0YCY55LKZBSsmfXDnZs28pHX3qF1vY5AIT0DD6sdYHnBtU14C2UCpq4cgbVFLw3wg4jyXFpuwCorlChm7VR8khGcu3qZY7u20kkEnVUZmZiDvi9JBNJeuNZausaqJq1TKXlElmYWyMNGtXlEOvr5viBPVgeDw+vepTKqmrqtASqMWQxPDLCyRMnSKfTVFZXU1tbS0U4SiAQoC+h4tiyaz/Stpm3ZIWiOWUTGx7k+Pa3eeqFl1nREtFlb3qxlhLk5dsRBDnSO/UjoaVCO45f4vCBPbQuWEnD5BbHls2o0ip1ubUEJbt3bEcmR5S6DokQglAozOTJk5nU1EQ0EqEnluLtDW8ys30W3iZ1pm2kQjEwtX5JLBbjyoUzdHd343MMjAV+v59Z7bNoa2tD2jYbNm4kFAqw9sknGdDSvx/++HXWPv0sWgDlMI0enx8pJYlEgpFYjJHhYQaHY3R2dhKLJwgEKliyfCXhcIRezXF1xlScRg1t6vUmWp8cXAGKqc5KwzVWuCVPJcapsfNCoXSo+EdmbnErxZxI9KUwDkOCI+0xEqciau6erg5OHNjD+hdfQgjBlKiWToaDQM4+0pEoOuYpWrJsNkgYFatVaHDu0GLicRNJsaIsoTp1SRqj4UBZbffAosw8FaLMPI2J5V4wT303erh2eDMvvPgitdHcCv6DYJ6klJw9f55zZ844KgU14QoymQxZYYEQBDwWU6fPoL5lGh6P554zT8ODA8Q6zjLQ309lUzMtrW2cOLiXeHyUFStW0tQ0yVG3GRXSO7sOcfniBWY99oJKawLMUzaT4dU/+wOe/+QXqG+a7LzLZ57yYeyujFF+12CCbVveYyglWPnYOrxa/TGSstm/7T2eWrcOr8/HwjqPLvtbZ54GRmJs3LgBO9LIomUr6dEMm5t5ivde4+ThA0yO+nl41aNMaazR8RTaZwqUlO2bf/M9Vq15jIaGRq5oNW2kwsuOLe9SkU0QjkSZO7udxqYmKnRafp9RCRkdsPqut7eHTZu3MGP+QmbMmMlrb27E5/fz+GNrEEIUME+qSnI5N30hlbWJx+O8v3Wb2ihhWyxaupxEhcpHmXm6c+YJIDY8xL73Xmfdix+nvU6NN2XmaaKRlJmnewb3xJbTZxcyU6VsprK2azrJq+6J2k2NxQS4wny4eYvSDycemYYZF0ravozDNJV842aKXHG5o3QPbBNIeswXjluAUkbMJWCYCmN/Yl0/QVdnJy899xRCCGeLf7E0x5pniAIaPM6Apq7DWgpwLWbscNSA5skmOLB3D+n4CAAN9bXEYjHsjDJM8fp8LF74EJMmTcq5LMhmOHfuHP/3m9/m13/j33Ijod5MqVQZkZkUV69eIRytobqmhlHNRV0ZUe3ZMALTq5Sxe8elC0yfMYP+BJpGFe7k4f10nDtFy9TpvLRqATU1NVy71sGZs2cZHY2TzWY5f+EijU1NzJ0/n3nz5nO6L822d9/CXzOZGfMW4vcWMjymuMKaMZpVrWg2dkvdcZt9u7Yz0NfHmo+sx+f3O+4BzO5u6XJJkpbwzttv0911jU9++tOkRQCAmDbyvjacYfemDaz+yHMALKhVH4a1WwHTl/uTuSVRr7YX8nuUBLD3ejenTx7j+lCcR558mrRQqkmvp7AvBjwW+7ZvZl5TlGXLVzi7KpOGK9HhTPsYSmZIJOL8n2+/ypr1HyMYjhD2e5FScmbzj1i6fDmtzZMB8GmDK8MEGwZ7jB2evh49dJCLFy+yeu1HiMfjvPrOTkKRSp54/FE8Hg9ezciZ9gEQ8SvxVJWWnBnJYjabYf++PXQPxFn1xDpGbVV2ZkNEQjPgPlfHdc+R7n4zHvPkuA8w9xSipFuBorEVYR7yvnfH5TAgmMXQmIFLhSvh/iA3Frmod8baXHpRK83Gn/yQ1U+uo7qmlrqIar9NEVUXGW0hFNBuQ4RVyCzn5jkXI6uZROOyB9f7fPpygoLCe/cC1aAqcmc2T2Xm6QFHmXkqEZlGmXlS1woPXDp7ilq7j9Vr1qAX5veMebpy6QLnT59SacSH8fsDRMNqMm6sq2PhokVE9OpTxaWuhg1JJhN845vfYtrcRQwODjCoDYrrgypgsMJPa2sbHZ3dDAz04wmEeHjVGrrTXh2PIJVK0nHofVLJJLPaZ3LxwgWGkzaz5szH1zTNycuW177P0x/7FCsm+QsybHaTDY8m2LFjO+fPn2OgfwBfbTOr1z5DOqD9Ht2Eedrzk2/T2NjktL0BvdswlUyyZ+d2lj/yKJ/7xMeB8ZmndDrNwQP76OvtJZ6B+oZGZixYisfj4dpwhv4b17l89iTLHl17U+Ypm83y+sZ3yWYyDvPQ0NjE9JmziFmqXkYz6rmbebp84jDCsnhpzVKdT11n4zBPAIduZNix8SdMn/sQ06ZO473XXuUrr7xAVVUV2CrMrTJPXiSZTIYfvfkWNbW1hGatYmRokHP738eyLCdvqTwxesDrobenm/hQH1OmTCMcDhUwJYNJm8eferbMPN1F5qk2oBj0nVvewc7avPjC81iWVWaebhqJEPIHB8cyT6V2yOQ+vOOkP/TIbXApMYEXttGCULar4Rpks4WqAHcTKeYUr2hAh4jCTjcuSjA/Y1SJY7aPF39eLN4xzE7J29troONVydjBU12dbfO2u5DMJFv4pdmqX6ntmisGL3L50mU++sxaIKeSza+rrO0amHDfK5hJsV97oOxNqjf7j53i6sVzeC2L5inTWDGzkW1b32fhnHaWLF40pnrz783mGZO969evc/bsWaZOm87kyZPxa+d65huzbd7Ue9/gCDu2byeWTFFdU8PIYD8+r5en1q3T2+LNh1mOHTvGoeMnefmVVwB45+R1zp84wvPPPAXAjMpC95fmW68l6e3t5fV3NvPRl1/hWG+hYrvUAuXtH3yHp17+LHVBFW/Y2VknITVKOp1i+mTl9NNMzI5dmI7LSK0Mo+oVNp2dXWzefZBYbITpTyjm69DuHTRMbuOh2dMAaK9U4Ue1b4MrI5Lua1c5tHcnc9c8RzAcccYIhym2DFNcmJ+shM7LFwgMd7JqzeM0aEY27dqlllci+r8qp2O9monas4NLV67wxHMvM7suoPOj0jaMmOMsUcc0Rm0tjXpHpXFpxOb9d95i3bNKhVqrJXkjmmtKZJWx//5d2xGj/UydNpWZ02dw+NBBEvFRhBB4vD7mzp3LlClTVX/SafRo8YPdsH8AACAASURBVN6NlF4kJPTuPEetp8vH2QGmy8MwJ+PMoSUXpDnuQN8XtkX3xF864nEGmRKLY4dBcTF2bpMQXOHHg96ISWsIeq53s/PdN/jyV77iOM2Ma0Y9HFLtwbQlsyvPjAtGzZdOpwuy4NHxiCJMY9ZxxKrpde/Ic/U1g+rybrsyyvhwo/PqZbLdZ3lm/fp7En/vjR727dxGbdss1jz1PF6PxZ6t73E82cNLH3/FMci+lYVYU1MTTU1NhVutx0EkEuGZ9etJZKG39waTG+qwLCvnXiAPCxYsIFxbz8YNG3hm/Xqqa+vxVwTovHqZya1Txk2nrq6OmbNmc/L4MWiaNyHa5i99mF3vvUnEL4hWVvHIypX4/H6EEIQjkQnFUQyTJ0/i6fXPsuGtN3J5W/Eom1/7PnNntOL1Fg7fUkp2vf8u/ooA61/6FD2JW0tvZGiQC6eO8Q8+/fJt0wyweOVq2peuvqM43JBSFrSveHyUSxcucP7SFWwpSdtK2rZ05SpmNyubJq8QPLrmMSp8upyExalTJ3nzjdd1nDatrW1MmjFvQgxCGTdHz/Vudm57n89/4Qv3m5R7jrsmedp4vCvn90VHmdJi0FShtLeMuwAjHHLXnuPDhcLrmCNEGGu0l3vuitS1InEvbAzcTvZcnxdKrFwrTAduEbKr0Vglnju3VuGqqpRKLZ8EtwO/Uij59jYa9u0aiLtF0r3XLnHp3Cke+4hinAIe9cIYPxvpAUDEYXL0ijPPsBbAoxtPSqtn9l2NsXvLO1iRGh5auYaAV4nmT2/5EctWPswUbcdSYaQJjqPHwjxCvgpQ31uFtJiwpp26neK5VRCm0M13ObcwUtMkOH7iBCMjI0xdsBwpJX/+zb/k45/7iuN93TiodDuN9FmC77/6Ko+tfwmv18vpAe3/6CZ1lbFheLCfk4f2kc2ksTxe5ixeQbSqxpG4NIYV3a0RbSelv+3T0j0jgTSr6e64ZNs7bzJvjbJ1qqoQJOKjnNjyOtXV1fi0765YRjIyNMS8h5+ktr4BgP6kS42jr6U2igz193Ll/Bk+/+xjAER8heVTSmpqumwszylqj/aNFdYqT79Q91VBcwxVYRxjUSjd6R0Y4tW/+x5TWtXRIKFgkOnTp9HS0obH43GMxFWkhf6qjCTC2Vyjg2VsuHL5MidOHAMhaJnWzoz2WY5n/UFdfkkdUaXe6meOgknoo2MSmbGZ8LjHVNcPZ/grId2/myghMHSejxF2TxD5NId8ggunT1AxdIVnnnkGmVWSo4wuo8sx489LhQ9bqky92qmmyKpC9/rUfUWFklCF81T/kFPfFc5ZLklTSYILgt+x2q4seSqjjJ9iHNy1leraOk4ePkD7vIfAc3e69NmzZ9mz9ySPrH2GhKUGskw6zebXX+WzLz9HVVU1E7fMuj+YP28eW7dt4/SpExw/cpi161+c8LfPP/ccP3zrTZ59/qO3lGa0qobljyu/N+l0itOH9hIbHsRvSdrnLqRx9viSLzdSycQYn1NCCAKBAFnbxpenkgtHo5w9eYwlD6/G7791P1WVNXUMDey65e8+CFRWVvLzX/0afktNsrkZ7872BrdNmcK06dMAOHjsJBveeI2UDWvWPgXcua+vDwsO7tqKPxDko888c79J+cBw15inHe9twBKKk/b5/Mycs4BIbcPdir6MMsooguc/9UUABm50sW/HFixbrfiqIwHmL1xMQ7D2tuK9dOkiq9aux+PxoM+H5btf/wPmLl5OKpFEVsqfClHyY2vW8Pcbt/DCS68wbPtv/oFGKBQiHI4wODAARG8rbZ/Pz4IVj6r4PJLTxw7x1o/38/Cjj9EaKe00dGR4mEMHDzAai3FjNM3y1Y+T0u+O7N3J4EAfn3/pRXw+HwG9gjdG6h19MXa/v4l0OsW0Rauorqu/ZbqllB9KNVb77Dm0z57DjcEYB/bsYt7KJ5x32WyW653X6bp2lYGBAWrrG5kxf/F9pPbBQWJ0lCsXzlHX0ER3dzdNTU3Ytk1393XOnT3HyMgIk+c/QrSq6n6Teldx19R2PT1dzlg6HItz4vgJrl3vAaA/IQlHorQsUgPJuN1yYhqUn0oUy5Jrg0DeSfYlvtU/Kn1qVXp87zt0DPbhQRCwvEQqG2ib2k51UwuWx+uIro1PE5G3UCu1ZnOf5eWEd31QzAgdxrHZLnKOQanqzpWHLPo899SoEt3qPFE0XGGgwm9LGXq7zWpK2su7fhQPVlxML13ku/PpOhIu951uMLazE0Zv3R6Nc+7EYVKxATLpNHMXL2fVnBaVhg7Tp7eyj2QtvZW9i4tnTzMaTzLY38e6lz+HZVlO/iXKp8ulC+cZuHGdoFYR1oXU90ZV4ROQTKUYHuynuqaGFz/6MQIeo7ZzlfWYwixUx5mAOdVC8crIGcOaa06P4xhI63fG2N4uofp2os5mef2NN2h5+HkABlMmPnV1n6NX7IgY99Ewti05snurdjjpcfxAxTPqPMtkFoLhCO0LlhQYe1clr7Nn5w7WrH6YltZW55gSR73lqDtzfnTe3rKD69e7qZ6zmuq6eseMwus+QC6vrXV3XGGkr5tps+fRqFW+Ae08VHgrEEI4x7AYW7ecQXWuJE09XNXHyxg1rVGZpsfoQAsPSbJduiRHXStc6lzzdYFFwE3U784uGu2vTDeEpK3dSXjh1VdfJRCKaLWawOPxMK11Mm1tbVSEo1y6dIl9e/fx6GOPkw7VOXEbVak5CsY9GJo24nUZNbtsu++KOs+9Q3tsAJOmKy2Xf6Tczu7SxAihGMzLJw7Sf6MHjwV1DU00tk4jEApz4uBuhgcHCVXVMn/pw9QGlP6uQqiJyasXfaGAkvY11KmdrsZQPJlK55PsPFe/C/1R5cbxwsJ1hhRd9tHQA3K2XT7zZPTPg6MJjhw6xPnOPizLYtZqZZdRZp5yuFXmKZtNc2zPJm4MdtLrsTkeFPRr4w2/LYlmbOqzgtq0JGQL6r0hHvvIJ8jo08PKzFN+oJ9d5snMTcYj857332FZewtz5s0nnYhz7uwZTl+8CkA8q2Kva2xi6szZCJ+yM8hiHBgWpm12IVX61YBp917i0oXzTtpeC/z+CmbPaqeltVWpmX4KmScL+Mlrr1G/eB1+f8VdYZ5Mtow9UdSv7Mj641k8Ho9jb+PQruM8tekHvPSJTxP0Sue7/NTdzBPAUEoZWf/Z995gUts0Jk+fDYzPPAGcObSbdDpFtU+pHvft2EIgGOKLX/slotHKDwXzBLnjbMygGdEGO6MpVUnpjM2O7du40jvMo2ufxuPxfKiZJ4CAtsEzjlSdI4F0I+np7ef4gd0Ehc30WbOZNWO6ev9hZp7+7R/+hWnX2AhsaeOvCNA+fxGV1Yozvy3DtJ8BJqqUcTfkBkdjvGqN3uDg/l30jfYzKm08QuBF4EOQkVl6sTkWEHT7xAQs5KAmLXlsJMuj85YwODTI6a7LZC2BJcGDwBJqALIQ+DxB1j/3CecQTzeNZiwx26pNfRpm2Rm2Xe4FiuwuzXmOddHr7r85b7dmkih8PgbuwadYkBLtsNRW9DFxjsscjZ+euw+Uyo8zSOgfRnVmXA4Vsn+5eExbyzEKuThPHdlPf891fH4/rdNnUT+5BSFEbjOBe9t0LgeF+dFvfvSNP2RSSxuPLJnP1GnTiQYUR5B2zh3Lm0wx9ElNl9BhnRENyG15Np7G9bmxzvOxzpINrTKf9KJe3Z0ND2P8d5Rg4aUkHo+z4b33yWQyDKY9LFy6HE9EjWem3cc1w1PMEDvkKaTHTCZuZsrUl7uvmfuOvW/z1PpnqTSH1hsjaFeHyfflY8aUrlGbA3v30DWSYtHKRx0DZ3cbMsjYEBsa5MKBrXi8Xj7x7BOEw5HcJhSdGWOsPmayIt/lgs6PQ58J4ZqgXX3MlECubbqI1O9H9AHBFXm+uAI6baesXZsJnMPYMe4SZAHNpi2aA3INQ5rSDVtqu0ITT+/AMNu3bsHj8SCFwOv10TZ1Bi1tUxwfYSlpXCto9x+Jwn5gGFqrxHLyVv2/wVjmyT3GOJtWXKdU5Ba57kGpkLYiXczZAJK1JaMjw1w+tBXL8hDyKkY+lZFEolGap0xleGiQCxcuISzB7CWriFbVUF+hyrolqsrYH6pU8elDrr1e44E8V99ulwS48j2Gx9HvHxg/T28c6XD8XZgVa87pnrotM0+FkFLS33Ge06cOMJqJExM2fT646IcB78SYowlBShYkYcCCDh8l433+RpJqXxhfIEpjQwv1zVMIVVbj9XiQUpLJpBnqu8Hg9Q4CoQiNbTPw+ivKzNNN8KAwT7brpHKnnm6TeQpYWba/+yaTq4JUVVURqvDqCcSrJA0CEokEiXicZDJBMpl0JAq2wzzZWJZFQ9NkJre0Ul9brSRVDwjzBDkv35f7Uxw9uI/Onj4AGpunMn3OfBJZ9d29Yp6klFzb984dMU8Au4+d49ypY6z8yItKDWc+ddGcsWFkaICLB7YhLItX1j9BZWVlmXkqwTzl77aTwiKdTnPxwgWuXr6E1E6KM1JgWRaTps2iuW3KzzzzlMnavPfj7/GZT38Ky7Ko9Klv42mbkeEhrnVc4Xp3F6mMJJvNsnf3LioCQT71yU8wbcbMDxfz9PeHOscyOsVpvklkd0zOfYMhPbdVW13rgzA6Msz2rW8SS6dIYZNEksSm0ye47IdRt8e6+wSvLQlnJZU21GahKisJIMgiGRUw5BH0WZKgFDRlJFEpCCIICosK4aW5rpGpM+bQMGkSKelybJYHI50wxyqYAc6MgWbQNZ8adxdxPViOZa4oeOC6LVCplJo0cqLz4gOVexHguObQ752t0RSmmV+1xvO3c4iu/iaWLnzef/4wly+cY0ZDSNETqGTlqtWcHxIFNJgJ0nwX0gVn7FsKdnBLE7aQEbVNDlyzf0674+IiXRPeUCymdoWRJZvNEPbYZLNZLCQVgSAVgQDRSBC/vwKfZVQ9zghHNpuls7OLzo4r9HR10XH1Mp0dV2huncLnv/gVKquqqNS23iGfy+Owg/EGjuLMn4FbLen+4bj/EIVlf/78JY6fOKHO9hOCqbMX0Nza5nhLB6U6yy8rl6Nkh5K00/YKKfdaEB+Nkbl8iEcfe5wqvzucLg9nIsx9a34aNdv1uGRgoJ+/+9EG1j7/EmmPUs+61fH5qrBsJsOxvVtJJhKE9Na+Co+yAaqqqaOuoYHq+ia8Xi/VFbly1WcwE9McjDkv0Kcnvxyzp66mv1foH8ZlQ9q18LSccOpqvKRfGcpl3KiMjLf6+qD2cu24RyhkNG3N4ASCqjyCobCiIatdHuiJO51SettMRl1T+oDldN6+K+MgFR2no75DeUrfeegEVy5dZFJrGwuXLMej1csdI7KAxjFt8g4wZlp2D54U3rrNMSRFgxclzvTLc/s2MeehRcyapHxuGQYtrlWeUjOoXnMapdBOcnUapj3UVinmKRwKahrUC0/eoGrIyrjOzTPMb455LGSmKiN3drZd2VXBPcbgjS627n+bLivDvrAgHsz3buwZ79P7gowlGLQEg8CVm4Q9X3An8dkpKocu07jvCnUZiVcq1aBHr/E8UuBBrSYtqQzcGxpamdo+n0QiQdeVC9zo7SSZSZLBxkYSEB6a65uZPm8ZwWjlPcr1B4OhgT4uXTnHQH+vY6MUjyeYu2gZ0ca2grAdVy7x9EdfoV2p/jlztYc3f/IjZHUbcxYtGzedC6dP0NFxlYefePqe5MONYDii/jxqYEr2d3L10kXSyQRmhPXq89U8qEHM7VvMMH+V1dXMW7iYpuZmtZvsAVlUFMO0aVOZNm0qwyk1UO85dJSTx44Sy4DP5+OhpSshcPM2m81k2PP+u9jSpm3GHCa1TStYcIyODBPr79eD/p2tLqura5jU2sb+He+z8LGbO1X1eL0se3QtkGP8g17IZDL09fZyo6ebUydOYNvZHOOAOl+uta2Nusmtjs+ee4Ujhw+z/8QFmppbmL9o6QO7APd6vcxdsJC5CxbS2XmNja//iPZZ7bTPnnu/SbvryKTT1NY1AJmbhv1pxV09264kY3ori8R7jRIS+ruBjFGteJSod8fbf815K8P+oEW6mDXphxx+W1KTtmnJQlIIeixJzCsYtQTSrDBsSV3GZmpGUGdDSFqEhYdwIMy0linUt84gVFnlOK5zbGoc2xqVlpHsQBGplX7u0gTlxP1mtasDVuhdZkPpQtVEdYVRNSgm4sKp43R2XMFvKYahsrqa9vZ2ampryT8ubf+ePVzr6mbS5GZ6eq4DsHbVYpqampyzwIz0YN/Jqxw+eIDA5NlMnz2PYZ2vhoDk4rkzJDuOM3fuXLYcucBjTz1Hz2iu3dWrA8/pOrWP/t5eEBaBQIBgKEKkspKmthl4PB4G9flowymzgtPl5qo/N1/T33GRV7/1f/mln/88M9tn0lwTzpU5hWXt7ohGAuGYQBkpjw41loZS8sOxMJIVt0QwtxlBtzXX81z9G7WfgrFxMlICcxixaQcBrzrX7u0NbzLviZcAHENwU+8m7rMnj3Lt4jk+9vwzBIIhei+d4vLFCwykwO/zM+WhlYQiUfq6rnLm+GEagoJpM2Ywb+7cgrwEHLVmrjz8miB99BxbDpzi3OkTTH9oJY2TW3LnDBoppSOZLLwaOCXukryafKfypIEym+Ktv/s2nsQA2UwGjwUej5eKigrC4TDBaDWBYJCszG1KCIZCeAJRIpVVeEOVhMJR/BVebNsmNjzM8OAA9mg/gwP9SO1UcWAkzsw586lva+d651VOHT6A3++luraOQKSKSGU1Uxtr8Pn91Gq3TYbJM6rggl005CSTllbPmQOw3XNGNq0kUDLv/NCMllal0oo+j7fwLDdHxadFhNu2vU9NbR310+cDcCMuipHkFHpOtVacpvEg3Wr73BvyI3MY91K2EcUmdjNmakHOxV1vsfbpZ6m01ABlaboD2iB8WG//HkmqMrwW15z58HWOHz6Ix7JZ+/R6WmqVm5DKiLqaI3Lyi2fM5gKX1M7dbu+W5KnMPN1F5DNPB7Zt4I1sF53++5nZn01YUhLJSiozkvosNKQlUwO1eP1BZ5KNVFUzqXUKVXWNWJZ1V5inbHyEU4f3Y6dGQQgyngBVNXXU1tZRWVtHxEpxeN9uUok4QgjmzJ1Ly5Spzo43yO2y8YjCTjEymqS/v4/GScprd0NQJe5mnq6Pqvt3953i4pmTtMxZTDaboe/8UabOnMVHV6tB+E+/v5GHH19Hf0oNSrZtw3AnR/bt5snVy2mbOhUpBclEguFYjOGhIU6dOkPWzhLPQPu8hwjVt+hvdbm56sHNPAU9MDTQz7UD77FsxQoWz56aK3MKy/pniXnqGckwGhshNRojFhshm4jR0XGVme2z8E1WTE4+85ROJTm8ewfxeIzJU9tpmzmHlohKozZg6lmSTMTZuWsPI0ODTJk+k+mz5zGlUnDh3FkunD1FOBTm8Sef1LsZTd6KM09dXV18429eZer0dkYzagKJRCI0NDUTrW+iIhC8q8yT14LdmzbwuY8rNw8VHkEqlWJkeJiB/n4uX+skNjJCxjlvUTIai1HZ2ExlZTW9A4PEhoeRMoNlWYQiUaJVNTTXVxOtqiKq1ThGLTqa17+FzBAbGaK/f5DY8CCJ3k78fj/PP70Oy7IeKOYpKyW7dmyHUA3tc+f/zDBPF3a+SXNLK8vnz1LuTkowT8OJJOfOnObQGbXzd3prE3PnL2TP1nd44qlnPjzMk+vQ7TGD1sSHu9vAPWSKsiXanNvYN+xVFRO7cpQ3D+3l9ZqyVvSDQGMyy/965EmmTmnF4/EipaSvv5/Ll6/Q1dVNNmsTy0ii0SjLVqwgJs3Aq743K3P3pFHjy3Jk/258yX4AqqIBli5bSmVUnVfWPZigr7eX/r5e+vv6EJbFkuUrHP28v9C8A8gdslpdoR4a5sjrHFdSyES4N10Yew4z6WzfewTLY7Fs8UIAKjwqM6cvdLJ3zx5CYaU2sizBzKnNzJ49i2jQGM4Yqgp7aDprc+TIUc5euoqUkiweJk1upm3GTEKhMHHd0QeSheWXdKyg4eTBPSQHr7Nm3bN4vF7CzlEfNkIIMuaYBZ1yrdbsNISMzYuLsjFG7AXFM+Z9/niacqSQhRPtxUGTpt6iro1ajZG6cQdg0jBMgjEgj2ckv/ff/iuVlZUsXrKUrnRI+WaqCBMMRwgEQ04bMLZp3/+rP8eyLF7+5GcIhcOOLdf0Ks3AOZIpzfjogti85yjnz55h/qPPEAyFSWQkg/297NvxPi3TZ/HUww8BUJXnFDvsK3Ql4DZeGRgc4tq1axw610FPdxerX/gskGMKm6PqQyOBHEgUn6QcLwJ5lZOxYc/mDXz6Y0o12KqP+DMG4MLFHZijnbbuP8alixdI2l6WPrKapFcbDOs0jOTO8CCmTiaHc4kbenvj6r4xLBgaHGDnlveYMqOd2fNUWRmGNarLzNaJmLpyNsKYvuc0Nrc7hTyW3j1Ta1uehD7oNq0JNzaJw7otHdizi0hlJS3tC4A8n2K5DlBAQ9HD2e9wg5HHZWiVvR3eIO/b7o7LXDl7HCkllV6YMXsuqXSKjssXiSXSKg/CYmr7HOrbZgEQ9AtOHd7PipmTaJo0iYg2bguGjfpbS/vzNDluw3cD4cqPc9i4rr9o+AFxVfBhZ576uq5y7ND79MskFwOCcxUC+27tlitjXDQls/xRHvMEueZgBrjBNAwNDrJ/714GRjN4PF6mPbSCyuqaMcxTIpXi0I7NBEmxZOVq5rYqz7gVHrVaMoNMzjBYd17Xzq8PgnkaTluaNvRVZWY049Xx5CapKi3V8Fs5JkcnUnB1qzpjKZvurk7OnD1LIh53Bv5YBkLhCE1TZ1FT1+AY9Zt4/ZlRdm1+G38g4EhGbGyQ0ulTNTW1zJq3gJZapVO818xTz/UeDh07SXx0lOtapVlVoZx8VmgfSlNaW5g5cyYNVaGCNNzMk9kBeezIEc6fO8fMx9SBuqmcIGIM85TMSs6dOMJITwdSSpYueojWKVMd5imbSZFIJAlHKp3wAF0xZXD8w5+8SX3jJGY8tFznDa6cO8Xo1RM8suZxpjfnPIrfjHkyqu0rwzZb3tnAvNXqaI2MDdc7r9J1ci9CCJrb5zNt5uxbYp7iyRRH92zjlefWARNnnm5oFeiNkTQH9uzk/KVrPPXyZ+6YeTL5PXpgL6ePHeaTX/rqA8M8JeJxjh0+yNGD+3jl534Zr8/3M8E8Qa6+qqw0506fxPJ6aGmbSkqbW0tLXVNSM0l+wabXf8gvfFapuz8UzNMff/3rrHvuo1iWRXdMxdlntmO6RO6G2nyx/z1lrG4Thu5rx97nSucV/B61qTUr8/cfSUbtLJe9cCwgSJVtmz5wNCWz/MHDT9DW0uw4T7N15Vl69KnIO4HesgTpdJodu/cxODiIrQ3307aaoCSCNU88QUWFEguY87SM8aPXo8Qoxpi5Tw/4ZtKsC0onHTdMkzfi7dxGNzMAaKeCJh+uAdrcGUemfhPOxQCZQdcqGGQKJ023g8ncQdGuHXHmuWu2zNowNDzMyTPnuN593ZnQnLxhUVVdxcjwCEg1eaTSWZYuW05YH9104vINzp08Rs/1bp547mWWNauZzNiVuccORzro8hfl9qTfF0ty8ewZujs7nEWOJaCuvoEZs+YSCocdxiaTNdIwgW3bHDvfQcel83iyCSdu5Q8LKgIBGhvqqamrJ1pVi9fr5eqlc3R3XmPJqseB3KQNOBI3veHLkdZV+lV5Xz59jGtXLzu70OoifvwVfhIjw4BKd/r0acyePZv9+/Zz8GwHqx9fR8yr1BimpEe7LzI8NMjyZUuctKdWFpZd7kehk8hYGjZu2EDV4qdJJuJ0HniHhsYmPvn0agD2HjzC6dNnWLz8ESY3N3O81y4o66KOfUf7uXLhLE+uUXE0aXs75zBm1863fKemkGNc/nbDdmbOmU+2Qi1gPIVN0mF88he4xn1BToqnDJi/9yf/jWh1LV/+8pcJhcNOXZi6MddqHadxl2EcmppFVm432lgVm1uFZMIaf2YpG5KJBHv37WdoaJD+FFQEgkyZv4xwtHLMtvoxBwzbhbtNRf5WyVtknpxFgVm46RrMZItVaO5BcZbBzVgXcuxZMy7p/Bhpr8neYFw1puO7NtPcNoW1S9sBCIWjOk0d3tCap4J0HGgaFxp6rC82/uYjHPQ/GMzTd777Pd7dtBmASH0LL37q84zqgxV/mpmnfVtf51D2BocD3DFnX8a9we0wT5Bbvaa1Z2Gzyk9nzQClOnSZeSrNPAGkjc8mfZ/RA10qnWVocJBwJEIkqMosmc6yf99ernVdJxgK0bZwDT6/n9Fkis2v/5B/8Mn1VFZWkkmMMDw8zODgCCMx9TuRSOSOOZEqpzZqF5/tpK3rVviY1j6L+sZJHNi1lXQqleeuQn2TM9pXTFPGllRUBGie/wiBUIhKPYkaW0aPBYn4KLHBXvpu3KC/rw87myVaGWXpw6ud/E+UeYKcxNDQEhEJbGlTFc5JvS5euMjpU6eYv2A+dpXalXk9bihXOPjeT1j33EcJ59lY3grztOGtt7icDDA6MswXXl6Pz+9nepXpF6ptvPf+Trq7Opm++kU8Xu+4zNPRrW+xcPkjTJ+sJGG3yzx97+2d1NY3Epk0Hbh95gnAK2xudHUw1HGWdCrlSFYrvIKm5lbmzJqJv6LinjJPP/zRj9m5Yxuf/NwXmTf/ITpHtRQ3Wyh5NvhZZ54Eko7LFzl69AS2tJnTPpPps+Yws0ar0j8MzFN31zXH0depU6f4u+//gHgqQzQa5eXPfYna2jrHxsRc43m7GE1nMZ3jQeBTtr39dxwTMY6EH9zt0mVo5umRx2lpmew8Mx3JK8Y6VXNEv46Lf9UH7Kwx8tSSKO3fZTAxqt67+orfq0bVoE9dvZb2VaLjN8aj+cj5kNJpjmGOXM8NSQAAIABJREFUChkaI2I2ImfhiO/N4GPUekZMrtWAWn0pxrghzYtrrBJMXwpnqKzUzgHNgK1fmyM33D6LXLEV5CeuOdYbcYvRWIyt27Zx6fxZHvvkL+D1+TmycxOZdJpINEIwFKYiFCUYiRIMhfFXBHC7VTUTpNv5ZMgrObJnO0MD/bzy7BNEKyvHODc1Dgmd40YCEIuNsnHTNtLpNEvWfISKigBdMR3epc4xk6/DqBYZs0o5RTV+zvweOLJnG1EZQ0pJXbQCISySibiyn0wLps2cSWPbTCzL4kZcRWiYLo8QDA30c+PCUVY99jhNeeorb+H8ledrylFuOiXx1ltvMWP+EhoamxzmQWjjc6OG7o5JNr7xGrMefR7LshzmqTWq4rseU/Ed3b+Lh6Y0Mmv2HJq0ryVjJ2eQY5pMuaj7i9pf0+Uhm73vv011dS1zFi3PzQcuNbbJY34xO/7WXPXRpFXCIeNo1DALGZtrHVc5cOwMmXQKn9fLgqUraKxXPoq0v0ZaoiZtlajjVyivpZtxxqgAjeoop82T2LbNkWPH6Oi4ipRql+GSZcsJhcJcG1GFGteOV0eNGyT9vdshsW8cBmGiR7zkNlA4ROpEi8c93tQ81t+uWVipBy0RQd+NHrpO7lOOl7M2U6dNo3HabCzLIqINDmvDanUhPYrr9vmM8b6KL5XK7RAw/rjMgtM40nTT6zhq1bRUPYh+nubOnctv/sa/ZDQD169f55t/+ZckE0nmLlnJslWPgri3fj/uFmbMWoJ9cj/tg0lGsOnxSS74BIN30/t3GWV8CHH+7BkunjtLNgtPv/gyWb+asZesXguoHasw1t5womu9dCpJX083gWDIxTiPj3A4xEeefppkMslrb71LRUUF05atdQbmdCrFwMAAFYEgVEQnHO94GB0Z5mN6V1qVX2XQrNB7R20uXTjHtvc2IqVk/ppn1ckEN27gr6ggGAhyYNdWPvnxF++IhmeffdaRipWCcTo4XnlePn8GJMyaPee2aUkk4rzzw1d5eN1zVFfX3nY8+ZBSsm3TO2QzWcfBZjaTRlgWi5etpLVtCv76KSpsJs2xA3s4sX8AhGDl0iU0TZo8Tuy3BsuyWLhwIQsXLsSWMDIywu49e4jHR+lL2DS3TqGlfUFR58I/7RgZHmLvjm187fMvI4Qg5Ww+eZB0ThPDXZM8dXZeHTOw+bTY0xjFxmIxtm7bTjyZYkpbGzPnLXQayLCWRnWMqGvc5VvLrCjdZ1rmaLjjbJRExta76Pp7OHV0NwOjvXT44UhIkCnbON13NCWz/OGqJ2lpmeysaDPSGHdryVNeA3H/SuttxeZbjyOtUqHi2VRBnF5XnF7LrEG0pEbP+EYyY+eti03cY1Zouh05XnFdDdotsTJpZ1zbj92t0efJrY8cKZyRWhkplqEzt5e3IE0jqTL5sazClZ0tXRxOERi6/tfXv8lAfz/LHl3HwqXLnRVpLp/q6hwzYxVKh4ykocIDfX29XDhxhHg8zkAszSNr1uCPqsm2T6u1Muk0u7ZvZWRogI9+ZDWNTZNoDBXS5nNsnwzjkqN6cGiIzVu24fF4sAR4fV6qqmqIxWJ09im7JE8gwqKly/EFVMT5bc24qfBaRtVpJDG59+9ueItPvaR2pZnxr1Kr31oi6rtz/bDp7Q1Me2Q9Wzf8mCfmNZPJZMim4jQ3T2bBfOUSoeA4HveiWhZKbdzSHI/xVu4cW6JgxtwfbtzCzFmz6fcqVZxRU7dpHlIOXOPE8eOsf+45R6VtpDNum3W35EmQExfZts1f/eANpkybTqRV5ctsRriV0dZIaaZWCjZtfJPPP/soNTXVDk1+jzoa5Meb95CIJ2hYuBbAaR+prJISvb9jD6MjIzz/nDKon11dKO3N2jmq3BIXx+WGS2prMLYP2ly8eJEjx47rEOp5VtoEQyFaps5gcnMLPVokNZAaK/UypexIpcfcFxLr1Il7LLmZy4IJwJgIVAUsspkMR999lc989rNO2jkfYzIvtzmbR6PmDep+bef5BTMwGgTncGwK43SOhHIkhQoPpOSpFMLhEM+uf5qsFFy8eIk3X38dIQQrH34Yf2X9zSO4jxBCEKltZPkTH6XCI7nReZWZBzfRbWXZG7aIl+LqyiijDAef++KX6Ors5PSFDjZtfJNMIe/kDPBu5slraQ/lupv5PFBdU8PKlSsJhUP0xyXb399M//Aoa9Y+BdreMj4aIz4aIxiKUF1dc8v0VlVW8sILz2taKKDNHKB9vW+YQ/v2EBtVqjZvnn2dGfxNPmw90RpmwGfhqOgmImk4tm8n02bNY+XDs4HcJPNBYPbceWx+521alq6jui43Xksp2b75XabUR1j/3HN3nI5lWXzk2Rc4dvggxze/zcNP3pmn/BNHD9Pc2kZNTfWYdx6Ph4cfWcXbGzaUpGX+0kfo6bzKtvc2smbdM3dEy0Qwbdo0Jrco2zapFzwZ2yYWi3H85En27d7FgtXriPwUnbggpeSd137AP/yckjjdDaHN/cZdtXkyBwd6PYaLVu/dBw7mb/G3bZtdu3bT39dLNBplyYrV+Hw+jtzQg40eTI3hpfsMMDPYZpzdN+q5d+KS+pvnz3Vv+PO0DcnREXZu/gEnwpIzgTIDdT8wKZnlv69YzeTmSY6rAo+z9T/njM7A1FLWOLfTr3zadskvVBxGopLR4dK2Ehf4tMF4Oqu95zoO68zEny14ns2TzBjpjzFG93mNAUbhaskNZ1Xl2O0UhncmXpdUIb9/m2/CFWppbWyYDC25/umWUBSu6By3CUZi4SmURI0HI4V2SyJsl7TLnRHLdVgrhaGc/CbiCTa+/S7C4yORSFBdXc2ClWuwLIuumArUXq2+Mkbc7vPmTAtxCWbG7HjxuOxZDLLZ7JgycX3q/HLskFxx5LbHGxsx+Oaffp3J7QtY+sijNGpbIrMN39hQiXznq85GncLUcwbOLncBxveWq/5N3fg8Eiklr731LsFgkOlLHqXvRg+Hdmxm7UeeYlZLgxNXWtuhOE4jNdNojLAdT+vmnEXny0JpyP/5zk947OnnGUi53C64kd9tdCEbJvfAptdYtXY9k/WpyqZsM1K1t02b3ycSraRlzhIdlcyPxrFpOndkL9V1DTy1eCoANQEjXRubuPkmZ9NYam7QUjB/oOA7Ywju96tGOjqiRJLJRBzbttnw3hZCoRBLH1njxGTUrv3GzYFjoycK8u1WlrilgWPe2IV1cisSKVMHl3a9yaKly5ndUqOjLJQoW2N4BnU1u1ArQtWaBt1+8hqCu706MGOgHjOyLil3NHRnrgruuxdHy7JYvXoVXgsGB4d4+913sbNZWh9+/n6TNiFUhCI88dyXadi3mba+8/8/e+/ZZMeRZQkej4gnU2sNrTWhtSRBUBdZxZruaVE7u7M2az1ja/sjdmzWbKz3466N7XRv13ZXdXUVu1igBEEQBKEIrbUgoVUikerpFxG+H8KvR7i/95CZQAIJku9+QOJFeHi4e3h4uB8/91zsqzaRLW/lPXf7MfIDyjZyi0ajeOvN19E3mEY8HgNjTEqmPC8byWRyJLZ42TI0T5n3TPIerjHGsHHTJty8cQOffvgH1NU34L33f/ns3j/GRsRZK2aLVm3A4T07sWndKqTTKSSTKaRTSdy5cwfZbBaT5y9HXUOjEoWgmNXUN+L65QuAmDyNlRmGgU0vv4J7d+/iow8/wPKVq9Hc0jqmZXqcXThxGJ1NzWho+nHFuhs15Kmn2w/PQihQ3la9emjFU2xw4XImyvHZ519g6oot+O3f/zfUd0wEAEyuEXnLybCPYpmmgYbmdkyfMQO3Et7xXjEL17lSI3nHHW0WTJfKyN4kTCjE9e4+eIQjB77EIM+h2+K4FAOSowmBla2otWYd/O2SlWhpa5FuqrQAl+63AcRCeqZZ6tqB0KqwQJZsErbjKpJUKMhIPCUV7fI5EYX3llwIDWnRI55T+U1NVNAQCJaPsKmcKJlP4P2mUoR1jpZWJt07xedvePcKmeq9dS6B5FwEXjajQBSR0mjvhw9ribKosI8eId2/TB3HgrvoQkIGvRnvYHXYK288pA8GKpdFHtUQKf2ew5s4FE/jo1vavZl6Pueq10e0cYUXi6FjqG1XYPKw2qYSDdRdBWW2tJXq/SYX/mCIFPJkjIo2ph2EQRE3kUjbFeLvgBivu9Mc/X29+Gb/QbiOi67JM9E+flIAUdNJQ8WrFqwIB3Dt8nn0PepBNBZHNF6BSCyO2oYmhCPRAukc/ZvRGAOO7N+DzhoTK1eulPpgtAUb9LbzwRoVvdILTPWxC+RRvN/SI9AkuR/xrtrUyDQuMOzduxe9vb2I19QjFo8jGo0hFoujsrICsVgMjuUtIm4Kr1EHqpesLJnsc1o/1xDnor2KF/xH/nIcB2cOfoNcNov3tqxHJBqVQaZNU0WNSPySQgvJp256yFwk5sXLtALjBqGblJYkCnxkXSu4qGjVU0oVjDnyVMzoJW7r7MLC9R6RcmGzd464AsHJk23buHjle3z68Udg1a2Yu3ApRkYtHB2rrG3A+i1/BtsBkn09OHtiF/oHk7gRBc6UdaKerZXbtmxl+8FaNpPBgW/3435/GlU1NViy5mWYlqWQsZ/GJkyd6W/bjGCsyOey2Lb9Y8xfvAwrZ3WNSllG21avXg3OOfrTOaTTaSQSSaRSKdy904fDhw9h7StvjKq34EjNNE0sWbMJ2UwaX3z2Md5+7xdjVpbRtFGbPPWkHDxKezOb6ojXOZsqiBmvem8wsZJ3AxMcmqnnXQbDCuPs7k9RwzKodx6hrr4eGbG6iVm0qhcXco6wBSyaNRmLZk3G3bt3cejbjxGrqsWKlStxL+0tE3rEqjMnuQGFddDFPGn2T3yruOXxQ3pvXsSRM2fQn89igLvIi1WE4wAdRhTrXvszVLU0oO3VnwMATh3/Fo23LmBPjQmnvKU36sbgPTMOH6EhNKjY2tmlECdC14nSSj6S6Agh8k4jErNY4VD6qHCvJ+8731tNhTmD+/NSM0lDN3y+CXm06ciUxq+R/1ERp0JvvWB/o3fM0c7QvdSyyZWcRKSon6vQu6u1Mnn4WQGEmfJmWj0cwSOTz40QJldtQ1lSbdnr8y+UZIq+EoWGaasgpK04wqT3lqHQraGOK8Ui/oVEJEQZtON+QjUfGVJH3lQdB6W3UrDMkkdWUGIAvjcaXUJ9h5DTqAzvIvq/yIfGSV1z6JFwN+/rfYQPP/kSFVXVmDdvLlo7utASU9/HWwkvNt93ly9hoK8XrhnBnEUrMDXqIQswvPvpHoEjMq1rEJohTWsXql+r8LZjvTdw5MgR/Ke/eBvhcFh+rwoBOf8Aec1a8p1ROyxNBgdzxMPxzt5Jem3dl0zDtEIYJ+IKVlpZpQ70/aoQ8BcLWfJ8g2UBVXFkarxYOPfSDBVXroHVtOBB2pWeaiWDDuvoZ0GyYUw+NfQ6iCidOH4Ir2/ZjLgFgBMflHQjhHe04ICSRyQhU75nsx4ax/cy1MdMLr7LJJT8JMGUH2cvJPK0ceN6gHMcO3Yc6XQaI/GRaW9vw8/eeQs37vbgs88+Q9aoxNLVa/GkVU309eDk2cPo7u9BmjkYZC5uhRjuhBjSEYYg1bEz52J5w7iCPGYvWIHOzsmo3vcJdtda6NNf4rI9tZVbtGxlezHswJ5vsOHtXwIAur87iyvnz6Au4pGg6QM8mGeoqavHhKnTUVNbL/lGmpbmmNm1q5eBgTt47+fvIfyMvpJHDh/Cox4v6Dh5btrMQnJwAMvmzcCUp9DKAoDbt26graPzaYs5Kua6LlKJQVRX/3A8BIeyUesW586exqHL9wAAj259hxUbXsGri734NMR9SubUfeCI6b8pEfLpDfCjFi1eKPbOXXmcoFeagaeFtLAFocwqSFFWRS3Wvvw6Lncn8fFHHyFSVYdFqzboC3bvXuJgawVg23lcPfUtLty6jn64uG8C34eA3momZualyaAWGI7dvYwjdy+Dg4Nzr+RUAzdqoMkB+l7IKesP1xg8aDhkWWCEKlBIhiL8Olqh+BwlWhWSkrbwEBL6TuQtFxFIU8gIi+PqCo0QKAcUgNI77gSUxk2DPPkEEqNxIyTfRJPD1j2mqIwgzSVCBYh/JZMH0V3S3CGPN+KjqHAstQshTAQCGUytLy+B1PhhHgIK64SMGCoKrV9LPCrSytIXub4KsjivBf/U9XWC1/iBQR/PP8IQK3D9igI0kBckKchL9+gKngleGADY1TuXQD+K0ZT0e0i+nXaenhZxwxKDYidBhJKpFd7EpGpN/NNB8eEfzAHHD+5Hx5RZmNno9cup9XMBzMWDpDpuk/7VQI4jkffLEDJ1tOwJlkXyXfD+yvdQO67fgQ4/SuRw6tQZ/OrP3sVA1ue2+rQe6sMkGhosI/U/9TdRa5h87gZ6H/Vi8XpP2qFHODXQN/LaxdPY+y9bsWTtRsQrKtEpvCo7BDBH4Wwy6Yy886OMr3h+7MhB3OhJYNn6zUgItXIK6eQrzouyaO9QgWloqTysdDaRRt9lEpc86B3Ao/4BXO3JIhKNoSPizZaz6ayS0BYezGFBqKuMedCJJRCpvB0YUzTL5VXklDitpknjvJfOGaUZ+qh9xmtqarB0/XwwxrD3o99i/OSpKP00no897O7G0X2HEYvHMWvR8pLpsukUju7fjqQ9iF7m4EqU4W4lAy/ANx9v18IM18JP8LKX7amtMNRI2cpWtudp+3ZuR+eEibCsEL7ZuQNNzS1oae9AzRPoa42lnTi4F3MXl/5ejIa5rltsP1XaxOlzMG7KTBzbu8ObbGxcMyzHhIH+fuzetRMLFi5G29yJo1nkp7KKqmqse+MX2L9rO9o7u9CxaNZYF+mpbdS87f73//p/Yt7Lv4BpWbh18xbOHz+EpavWIRQOo/vebTy8fxfZXB4cHOFwFB0TJqO5rV2uRGfVex2jLqzujcs5ojaRcZw8+vr6sO/cbSQGBvCg35MUNhgAxpDN26iurcesl5aBIqIDxTgjwMCjbhzc/xnuhzlOVBjIlgUvf1DWnnXwt0tXo7m1WXphyFhIpNAb1AeSfUHotAgPFtJWIWSCUBxT0yDRI6HKfX2KKUIBeAm5Caj4hENhpeykISV/i2uk4rgoQ06UkepByIM+vze0fX3dyy1YcIv0rECogHdvQ9bHUvLykTmuXEcTV0LeCD0KegjKY5IfpuIepdAgyFRMP1DceJHzGlWjwMNvmKbfcjgjZ6HnknZegz1KqUHrqFiBFUNqdEhFu1RvBR2BoBikFGiXEJhK0YUHBcfp+H0X+7Z9iDVrVqOxpRW7t3+K/+3fvoZ79+5j596DWLpsKepavO0jikHYnfL+kxBISypPD8n7Y+rj9VCLoyKnK8VCdkI19T26l3c+Ke4pwqmhMsSRTCaRHuzFv/zuX/Af/+ZvUFlZURAge3gon4o46Y+AAfj666+RzmTwyssvI8k9ZOVyL6HexM8D+nq6cfbwHkydswAvTfVoITFB/agK+0/xX3d8i1QqgZkrXwFjDCGKTajrMpXoD9LkuFZCcZySKXMH2jEa4jlxjhtXLuLalfNYtuFVzGn1oLSGMHnMqbzEaMTzsjNCHhEtHBZaXY/xYPbLq1RH8qQI1a6rir043nap5CCqaurQ3N6FprZOXDy2HwDQ1NaOeUtWgIW8hsim07h9/Ttcv3QW6VQS699474nut3v3XjTNWIJxEydjPCq8SZIMFKpB6o+x6vomvPLmr5Ab6EHX/m3oZjkcrTCQKMsMlK1sZStbSctls/jm4w+x/OU30dhUhcH+PlRW18CyLHR2duCdn72Dv/+7v0Njaydc7iJvcyxdsQKIjU7MulJ2+vB+8Kznm39VBAQ2xOQpa3sf3IxYt9A2ZMwCKisrUF9XjV+8/z6i0cgzKx9jDBs3bkQmk8EX27cDkQqsWrOuaNrahiase/1dXDl3Cru+3AZmGFi+dClq6zxEr6+vF1/v3InWWcvR3NaBAfvFXvyPmzId7RMm4eDXX4DNGI/Z8+aPdZGeyEYNefr94RuIiFmhHrfLT6f+djhw+9pVZNMpzJo9BwBQFSJPJ+/ihpiXlmI90Z7n3TTD7q++xPSVnpimrfEPnmSVSOVNZ9I4uudT3EQC31YZT+bpUbbnZu1ZB/954RI0NjciHvI6DKEeFEsuyH1iYlmby5G3naqwTZ1F8nPEIoc8wyT/jjxEtNhwEjWQmkV+WUOm4EsRwqRxYgwtfpyMeC4GfoqvJ03cIpUn5NW7PhqKKPkDkHwwUkqXXCy6h7aCI5RI5wkSWqbrqZiamGFwJUhtEhbcBUKafMRJWzWW0JqRv1WgoiT/SsmrxGssS6CVpeRKu8DraKil/OPuqvFJivGmUFg/nW9FZ4vFcCzF8Cg19BPqY8i/Ko+HkJsrfcBXn23FtFWvIRQKY0Y9w9dffoE1GzZhfK33nB2Xw7ZtxKJev7dtG/v3f4u+vn5EImEsWrIMVVVV0hu6XyBR3Snq76IMVKcSTR4MIH3z7CFUVlXj52tmK/XhGh8wkVf7O8VXDYYAAnxkirxmfaXqEXw7uamUV+d09T56iH379sFlBha8tBBVjZ60AOk/3RGcsUQecGwbl04ewmBfL7ibRzQWx+I1mwJ6U8P9ChbvczriVPA+yPR+fnKoozFBr79MKDydxVh0Zven2LDlLcyu944/SIgxljT1RMbVov/EKj3CeXA8NzXZeUfzOKbxiTz4qKx1VS9IbDsrFBo6URHrmDAZZ47sx7c7twEAKiMmpsyYiY62sdOlCEdiWPHyL9Bx8QTMGydwoMoYlQDAEZejOeeiI88RdhngOjhbYaEnXEa4nsbKU9uyle352/FD+zFh8jSEAlvRjuMUiM8GfxuGgdWrV4EByGQy2LP/EBKJBBI2w8zZc1HZ/HTeYd9fOIOIaWHStJlPlc/ztoaGBrz99ttI5x2cOHEcBw4fA2MMsxcsQmNTk5LWtCzMWbzS+z8Lbl891yKPitXU1iGZGATqK8a6KCO2F8Lva87ilYiKlXUMWVy5eB5Xzp6CbdtYv3Ixmltail5XuBobXZs0cwGi8UpMunwIae4gDRcpztFjMdyxOBzGEHc4qjlDhcMRdzlCYOg1gUsRhkHLQK3tYmnCRSUzEDXCmDx+EqxQBEfPH8flmIWeApXjso3cGMpTqLKV7fnY7du3cfDAQTRPXYiOcRNwL+Ud55yPKDRNNBrFunVrAXhI04VzZ3H05GkAQIZFMXPBEoRiw/+ouq6LQ7u+wF//+/9l+JUJ2G/+v39Ac3MLYtEIli5fjlBl/InyeRozDAMLFy7CtLlefY4cOYwD+3ZjypL1qK59tludY2FdEybj5vdXsXTc2IYdehIbtW27j07d9Q+UQrFLoIZAwI2QB49xXD5xCI8ePkBF1AI4RzRkIRSOoLvnETonTELXDG+/1CmBTVN2TxKexRegE3kYYq+89wGuXTmHvGOjtqYBVfUtqKitRygSAWMGkr3dOH1sLwZyg4gaIazY+EsYpgmHM3DXxb5P/h88jIdxLm6UJ0+jYB1ZF//HkhVoamn0t5byKgmcBdBZ6gNya08LJpwXW2r0bkjxQM0dt2C7R9ybgv3SPYNkdYL+83mCp9W6kCicI14EXWqB3KMdQy1bllx8RWgZS9tKDJafPnCOJoqow/ey32tkUD+Mi7o96YtlcuW4d40aCjhkqG0u04Epx2VIHG2LoSCEilr0YnxxaXrwZV2YtGDLkOpHUgdSHkLd9pFbFkr2XDlWsL1YYtJfYveuJBWCypAP7OrS86PtJ9nSTP1N93LE/xI5scVKXU/U++FgGl/v2IF8vAVzFi1D2lHTNebv4cGD+5g7bz4ahKxBxlG3JQ1QwGDv+IC4V41IHxfL+bP30tiz8yvM3fC2d50oJEnR6EZH8/kcTh/ch0w6iQmdbbAsC5lEP9KplMyDSOtZV3Wrj8QqMWfxCmRSaZw9fhDZTBqRaBSrVixHNBbHJBEijMoIKdgY3BunP/QfIimLdpDb8955V44RSpaSbgC44Jzj73/3R8xfuBj56g6lzE/19db7ZMm5wHC27Upcq21x62OICY79X32On73p0W9IFoOUiyyDwvl4jR6v8nhexSbp+nstJWgcdTyiZ1NT+QMPDPw4Y4xh1sJlAICYKXgWro1cNovZUY8gnnnOomqMMVQ3NGNeQ7PkElDUaupb1fVNWPXyuzBFirTjfyCYYWDLz/9nOHYeX3z2G3zcYMItc6rKVrayvQDW09ODPd8eAwBY2uQpmXWwafOruJUuTqQ+cfwY1qxbP6L7nTh+DD0PH+LdNzcrHLNYLA7OOS6dOYHenm5wx8HU2fNQ2fh4OkcoFMbCVRsAAE7/PXDOUTNxImLxuIyblhXjdTKv8nNI/icSi2Phyg0A82RsTh45gGwmg1tNFVi2fDni1rMjkhczxhhefu1NfPKnD/DS5mcYhHkMjDGGUCiMnofdaGhsGvqCF8hGF3l6/MT1yXiVhEhpvyWRlibNA/fQfe8Wps95CcwwYDDmwchwvcjqOc3d/AmMF/xHlE0jr+rHo6ZOZvXKcvnUIXzacw6XomXO09NYR9bFf12yEs0tTRKBcaXMgBY6BShccWmsU0JQLJPkDjQysyYjQMgFhXUxNLSLXPi9PE0ljSRtS+TVVfIKCScM6rgU3oVgA1r0EloWF0KehEilc9mCe1OgY7o3kctplUhtlpekdrFKpHq6qtgklVkKdEr5Ab9fW1IcUyNIa0bXUFmDbeddD6UsZEwjNSuPu4RAJT1XfVgytBAQ9FsPPVF4Ja10/RUd09EsbdXuIwjiNyEQmthnqQ+mbA/xNxNAnkiQUgbwlVqo1H/F82ZAMpnEF9t3obq2Fi1zVgt5FxXfyEuExftLkgWR1AMc+nYfpkyfganTZwDwXekb4yrKOSgI4buOXsD3ly+geepLiFdW4eTeHVjsasemAAAgAElEQVSz+U1MaPQcPqrCBnp7HyHEbTQ1NSFlcxw/dhQnrtzD+CnT0TreE2Au5hpPkgo0GdKVZ4goTqA/PS2/R6mIIoFddjqBs0cPIIYcqmtrsXbFMliWhYZYENWm74zaxpZAim88HEBFRQVyonAxUbjqCI0LKhJF5PSs7aC7uxunzp3H6rXrcaWfK+mUtijN1vb+LfUhG9KG/oCXEsGFRO9FDoEg1JxzfP3JB1j3+ntY3OaNd2F6BmIMjsWEI5Dg1xkBxNpHhrVyqn/8sFOizX7UyNNI7Mjh3ThsptBx/QyqYCIPjjRcmByog4mOjmmYOmcJCgP7PHvruXcLl88fR0tzB5o7x+Pereu4fP0sHlgc1yt+PKuIspWtbD88O3/uHO7cvo2Nr74Gy7JwbWD41378u1+j/853WLp8JW7dvIFbN28gk05j1YrlaGltVdJyznHm9Gl89913qGqfik2vv4MHgi+18c2f49A3X+IaeVdHw+gaPx4zp0yEaZrIp9NIJZNgBkNfT7ecPD1Pi1dUYsnal9EUA65euoA//PNv8Od/9asR5fHdlSv4/W//CQuWLMW06TMxf/asYSNJTU1N4Pwceh4+BEINT1KFF9IYY1i1+S18/fEfMOev3kVUTJRedBs95Onk3SInnjrrIY2Kf3L/Z7iaeAAXXpgUEww2d3GqguGRxdCV45iS5QjDQIQzWNxAU0MrFi7fiIytrlqHazQNa46L0DBZG4ZpIml7Z2rMPD75/EN8x7I4GwaqXKDR4UiYBq6GIQMxlu3prDPr4r8sWY7G5sZCAUcp++8Hs/U5P95zswT/hn4zTeYgnxc+zFoIEUKmXIHgOFxFniRfJ/CK0THi/EiXfXGNrQUflmUQIpmUmS9gSaiAKptAt8xQ2YP1FfUPiTx0LoDMQ3IG9PAt6gqX2ppQMZIyMANreZ0XFJJharjSDnrIHCqrqXGf5JujodoSVTIK7015mlpImwLHE65eJ1fThKxp+dEYZLu28hsAwsILWQ8Q65uKYpIVFzctND234FU6wkT3Itduct3+9R+3Y82mzbg9qHKY5KJc8qqKldyvb44Cq3OOIzv+hA2vv4vJtcDdO7fx7eETAIDa8bPR2jkeeU5opponeZ3nszncu30dD29fh23b4ADmLF6BWEWVUjdo6CEAtFdQOYT7u5igEY+Gtu10YVaJ/ml6AjqamXOBrb/+v7Bm7XpMmTkHk2v8PGIWoZpQriUkKusYsG0bH3yyHb09D2EKDk9DYxNmzH0JzQLFqhGoHoWxIRTt+wGOnZ9/hMWv/Mwr03D6ieynej/X+UgkzUJ9cQikqdjcYSj5Dl3QUg4lBux8Hkd3fYaJU2dgw0uTAQBR4oCKZ1Yr1OqtsO/dT+8WjZ36ZJQ4TzJYvKheQ80LJJI5lrZ63WtYxbncp8+7DI7jYPq+z3BnoA99Bse5CIPNXEzLArW2C8N8uupzzvHl5/+EtOUiD44MA6IuEOcGoq6BBMtjX5UvttkP4NZT1rNsZStb2V5kY4xh6qx52Pavv8WUthq0trVjw+bXwBjDncTw8rBCIXROmIIJk7yPKFEgXhR3/Hd+9TdI37+O3ds/wXfVIaxasxrx+PA8Ay3LwvpXtuDhg/vYtWcPZs5fhHA4jAO7vkSV5aKqugZrly9GqIj8z6XzZzBt1tzRrs4LYVYohPWvvYOLp09gx/bt2PTKK3iRvah/8MgT2ZDedk4O507sRz6fx6yFqxGOjhwa1L3vTu/9AB+xJLpDhbN/k3tSBmV79taZdfFflq4QyJPKQ5IoSIA7Q//Pu4IfJVYsdA0hSFyM2IZAP3TEgZ4uITi6OBuhJcVQL0KUCJUiNEAPWsllgFyVM+SjXoKXJAgceUKuRMZ2IJAmBTqmkAfUoSPCQ8/UuT2akKVEogTC5OphasR/iHdWLHwD5aV7A+ohXui5UWgbai/iKTENHXN58bYHgIjwfgzTYom4Wo6KNEpOiCyxzlNS66nzthyur9iDKBfXznhmaOiQqyFuvul8lYJbFfw0DfW53U+ZOHfmNK7fuqvkxaLVmLdkhfRCg15v3TQuicSAAuld7t1X8lA0TlpDFOjteYhbp/cjGo15HFbOkc5zgDH0s0rMXbxChumg6/RxXnbZwDHiCYVNpvwlDpgtvWi1eohMSHaPjgc9GAEgZBDfSLxjuSxOHd6PfDaL1moLc+a/hLp6T1YgJxCT1riXtlK8pxQ2yuYGDh8+jPPXb2P9plfQ58Yw0NeLI0cOw3VdRA0gVlGBxQvmoLKqGh9//CnWv/Y2kjSkDOP7PewA16Le9F4YBf1gBN8z7Z6ETkuEGcSXJN4dIYje38RgPw59sx0/e3UDGhob0Vnt8TLNSFy5DgBs7QFZIjSXRMZdjV8oHnxzfWUZeRqOmaEQ5i5ZB3eUZnRnjuzC6XwS3RXFYdPyxOl52guyHC1b2V5QSyaT+PSjrzBrzlys3rgZgL8ITOSfzVjFGCv6cXddF/t27kA4EsEv3nobjDG5Xffdzfs4euggqlvHjUoZHt67g0jYQn1jM57Vaj4UjmCR8PBri+Vx5uQJnDhyCAAQrarBnAULgXhpD70lS5agY8Z8fPPVl0gbMSxauQ6L174MAKgwgWRiEBfPnUJicBCTZ/zwA+oOxyqra7Hhzfdx7vhOVFZWonPjmrEuUoGNIvJ0ByVXLEOT9J+5PU0RaLUTs4BcOoV9X/8Bx2LApUjZS+5FsK6sg/+8ZAUamxsCYQIER4ZWOoFuXsDtEb2D0A7iCREKQiiADNNCYVnEHjFxe7K2dx0hUbbQcgqF/TWKIz3yBO+INKYI9ZKrPtKcEiiOq6IdPgIjEJuQ6iGXg/c3m/M5T+SiStsBGeGJFxUeLFFLhI4RFZWBfpm6FCcuCTUpcX2IdyWDdgZeNuI4+QFvafVPiIvKq9LHJVkGzdORgjvr3KjgR5tQOkvqOamcNDJ9bNCRJVeiP1xPqKQPXiVXuxpaVTKIKaFBWll4CeRKL0QwUkVa0OQ+33sSDx/cx6yVW2CapkS3aJVfoIE3BOI0ItM+CbYL7Nv+MVYvW4DW9k7UijnFmcvXceHsKZiVTZj10lIJgxBHjjzemuIMqWQS14/u8oLE1o/HhMnT0J3xbxm1kzj67W6Mrwba2loBDjx40C3H8ZzLEQpZaO6chLb2DoQiXiEoOHGi+xbOnT6NmCW2IOcvRkNjE+4kxHnRroXBi4PorPd3YGAAl04dA7O9ArY31WHcxEloa2oAYwyWGJgqhHdiaqAXe3bvRvPEGZgyfQa+H1Q5jKQxRXw157HPpFQfK3FRiX49sq+m9qUtQKA8M0rkzST669U7HDJx5/r36Lt2Gpu2vI7akECwLH/niGIQ+lxNcS9dh01758qcp+doF88ew6nvT2JvjYmMznQsW9nKVrYXyJLJJHZ8uQMNkxdg1vyF6M28GIu9la+8iXN7PsHl8+dQEfLi3VU2dWDTa2+hO/n4SeKdm9dx/tRx/E//5m2Ypom/+/2niMcrwOo6ZJpkYgAtbR14Y70IOCsJ/d7fjMORy+Vw4cp1HD6wHzkhqJu1ORzHxpQJXXh5y2uoiZpwXRc79x7E8SOHkTbiWLBsNXxhiKGtoqoGL63agBgJlaZ7cPP697h8+jgAwBSTp6jJ0NzSgllTJ+Pdd9/F7z7ahvbOLgBVw77Xj9Xax09ES9zF8cOHsGHlkrEujrTRmzwxFlxmaedG7S6FNkxI6UmKQDPYkAGkBvtw6sZJ7KgzR+6WV7ZnbmHDQsQMS4QmnfdWehSI1go4B5B3nUR1xOOMC70j8tqg46mclxehQpXRSgBAiKlcqFjY4xIREsNI2jnQ+8JhD92hvpXKeK5AMRHQmFI6QtmMkBVHIEncVTlNtCQPgZTFha6VXJn6JJGKEPEFhHegyCsrkDaqd47UypmKjpFJRIa0psRLmCNul9S28a8L8r4AnwtEiJPkPmjcJ50rJTWlXOJCeany4svoCMSCeE6Aj8Zl6RqxQqUyEBeq0PtKNR9VoHuriJzU+wpcWaCQruXlm7pSp6fmeyWpqFYhMuf9TQigcaC/H7/Z+jU2vPEustxCT8b/UJsyTzx70/hRJgPAGGaufQuA/9wNAHcTPvdPo5lJ6753F1Omz0LaZnCyefT2J1DR0I58IGGsoQ1nTp1CT8oLNt8kQIqweO4RE0A4jJaXpgIvTS1SaIFuAoBp4K31nlBzd28/du/+HCnXwqq16/HQ9t73ZM6/OSHBxDejXiw9EcONaJzaiMaCmrno6b6Pf917EulkEoZr4/jZC+icuRgA0CLoIRnxvvcS+hVYxMtAAaWeqw5vyrFBhx5LmNY3h0j82LO6JpOhFc0QvLKcQO+d2om4dPIyxnf3o6a2Dl1WSublZLw0ZtwLGmxr3oKk6t6fSHpHn0bsMWBl5GmYtuebrdhdX544la1sZXuxLZFI4Ksvd2DTW0KN2h76mh+KzV+8DMcO7MOOL67i0aMerNr0s+d27+rqarz55pu42ZvCvt270J10sHDlOiD09EFtGWOob25Fa6sXx5WQqsH8U2f9o7HFa1/Bnq/+gDffe3+siwJg1CdPtGH/7CcY/DncyvfwcOA6NprtEG6FH3/Nj9K4x454cXWpGCKhCsTD1aDYb6bhIQ+OQB0yGV9pO2ySl5X3m1CcjEBrCP0gXpLLBMdJIkliBS9WsqlsWqQ3lOPE81FivJFjiKbmnXEE/8j0OlhO6DpJBIaa3iquOZQnDX5a4Yq62IG4eqm0WK2J1SrF4CNkiTzbwiwkaim4YBKxUHlkdD5vq945UtU9sMLTHJZgC3QrRNwv0WZSId5Vt5gIJdJ7oC0RKNVjKKib5HuDaXwrkSYjuGr+cyKuhIoaEUpmakicqXlCPs5c/R4ldJ50TSqfK6XWilTAKebbsdt57N3+BTa+9b4MCyV5UJpuU4GVKv5Qr/0TDAsEmFhFdJoel747BXTNWwXOOVrgITx5HuTQeF51tuuHxSKPvDzxBuU2nsqJ0fEuzqkvekepGac2xTH1vS14MGjjk61/wrTlL6Na6A8RNysjQVh6z73fuuSCX2zB7RLeef2yO3gJ+9Kk9i/KoqGeaj206mjmuqp3MSsak9E/MDoR0LSK072Iw0hjhRatgdAxeg/Gz1+Nf/lgK95563U53jZFxc6A9FhVozb2DHj6GGHDa8NIEQmIJ7Ey8jQMY4aJzW//j5hwZDsuP7yDb6sMDFjG0Bf+wM3gHDMyLiZlOGDb+Ko+gvQLyPViGFNfhLKV7YWwTCaDPV98io1vvQ/DMErKt/wULF5ZhYH+PlTX1D6ze1iWhXfe+zn++2/+gOqaOhgGQygaRzQehxGOIxKLIxKNoaqmThFtLduTW0NLG15auR47t32Cto4uzJ7/0piVZdS87bYevwVWJNLxaJncMxd/aaVRIsj2U1mp1YHNGRzbxme7/hHf1Dy7uo61RRyOBSkXrTmgubIW/Zk+DHIXZ+MmboSHNwgYnKMuz9Gc57gdYc90sjku5+Jvl7+M5uZm0PqQPDConyQTgzJ9Ouftfcs4ceTZY6qeXoTIEMeFOD3EfQrpCItJ3kuqV1fE8uFKO+etZtM2IWHErxAebDIrlT9jaNwXV6qhq95b8bBH8EimvTomBSoGAFbEW3FFRfw7OeHUxgA9PhWlo/pK7o8oA4EmpKZN3nbkvRjMROey+NwlVfeJa+1BCBWtQHV+VVhoVcmYga6OdQX0qsRv8pKUiJTfIKKsan+gwkvNqYK4c+rzB/w2k0aeQFqZyGS8xBI8FH2RQKvtcz0mvvjT77Hs1fdhhYj/ptyy0IaLND1PDmsp0zgyersEkScGIJVMYODqUSxfvQYtMYpZqSNMeuY6L41upacn/hmhgwI1sm0kkkkkUykMJlJIpVK4fu8RGDPQMtdztafvFcX+o+eXdwhJLKiwUpYSTmxq6UohTlocTaaLZGmK+UMjT8FClGhT/bkVlLsEGsq09pDaXGLsYSbu3byGK2dPoKuzDaFQGHGh7m673jOjYbm6pgad4yeiU3DvKZRsR3tn2dvueZppWT9qlGNx0sHEfAg1FbW44vTgJO/HzSoDjjH0ZNF0Odb124jBQhQG6qobMW7qTFy+cAw9g/24F+Y4Fy17KpatbKNtJw9/i2VrN8mJ00/d4hWVuDUwgiB9o2CWZaGqqgpVVVVobPKORWp7cOPa98+1HD8Va+2agNauCeCpR3BsGxWWC845crYLzoWIKedIJQfw1adbsXbpXEycNGnU7j9qkydmMDAtPvVTgULaTJs+t3QH0scQpPwCJdonuiXNVEMuuOuCDd7DhYvn0VAdx4Rx4+BUNMO0LFTbBpYMOjgXY0j+iLbvlgy6WFQ/EXMXr8PHn/4DdtWPrHu4DKhjJra88RcA/FVDc3snAKCn+wEmH/0G/W4WvRbH9QjwMGTAfVouFQcsBoRNQ6rLJlMe8sIEIhGOxv30FLlc8IzI6y4k0uroD8R58tog7RlIXRHhpSa81iifqEAoAq4lkkdFaJZrELJkKHmQlx0hF1niMBHqZanPxhG8I+JK5QXCFVySEyqTt4V3isYBojLQNNnRYkX53FX15TTFO5AWulGUb5yUzOEjTIQIESpFnnC2yIs836j+XLznOYrLF/DOAiD7Dtc4FaS0HiimLBfxyAjdkkizq/KM/OtpFayq1uuaVYRIceav1bN2Vjkn4yaS1hRxmjRldBmbUS2J7EqGuMf9lAnOOe5092HCghYEh6NhI04jff2KAzWPByJGmlexPIGSA3zQgYqeZ9Kswemb/aid4nlhRQnt0bytfHV61dOvdB1I50y8F4H9UR+E9v4zmErDjESRFd2R+GcRw7smrQKoKHAEo74rFpyTqzg457gpwtwkHb+QIQ2VKmw6VUlfh0F9kGgkiJMw90n3iEsUlsqgIe40npmu7wXhRCphRYAs1Y95b2ZEvGPxFhONk+bi5JkT2Lb/Y2xYtxJ19U8fWLmMPGl2+sAOPLh3Fb3xCHrCDPdMjtAg0HDzChqyDpZ3TMHmN/4K6cE+nD2yA/cGEzhcZaLH+gGjKZxjRcLBwqapmDV/OS6c+BYXSiinPzYbxtAPB5zzopHCaxpbsO7VXwIAMskkrpw5ggePbiPFHCQMjpth4G7YQM7QruUcIe5NlLMGCgbQbgv4vw/sgcUYLMOAyRgqDQudVTWYP3k6WpqbMRJtlrKV7Ydkxw4fwsyXlo11MV44m79sNfbv+Axrprw2ZmVwXafoWPikduniBZw5dRKoasbiVetHLd+fgk2dvQBTZs3HlePfKDSOJ7VRmzx5K1/yLCAPIe0DrEVjV88N8VuzrMOUZKPVP+cs24RLJyKw732HhMORCzH0WAbucY4G00Dj9e/ROWctIpV1mL/ul5jr2GjY+xFuJfpwqMqEw4Bq20WjzVBvc8RchkGT41iFAVufFIy1cY6uPMfsBMfMCXMwbsZS5Dhw/c5FXKsd3uTJ5By1eY62PFBjc4SyNpIDfaiorpPPyAZ5DPkPPhyrxKwl6zFD/Hbyedy+ehbXrp9HmtsA87zeTAAGTLnKz3MHacNFknHcjTDcCzGkTQPbTc2nlwNW3wAmHLyJWWYUL7W0481VqxEKhWDA4yBl8yp3hzhOuazwvhLoDmlExUR/TubIa827vlKgWqSXNJD1loVSaTzAvyFUqiriaUUNCv4VITCkA0V7+4R20NycEAnKm/hFxJnK5AXSIdTPIyGfbyVVriVwRjwjNQ8KhyfREJPiykG0l7pyJbQsI9TM4zEPcQpqTDnkwSS94khDivIUWkyO+hwpD+I82RofidqHPOaoi5kBgi4hShSB3ta0paQRj5JQLg2BIkSqMB6dqxwP8jAlR0PTC5Cq9YT6SQ9PUj9X2WGuRnohb8usY6K3rx9TZzYHqxC4EkUgCIyuDYUePY1pedKOPzWHUzwZAMAyDcTiMfT0DaKqqgohg567eo1Eaug5kvdZybw1Hlrg40NjHPGrxnV1YdeOL9HV4QXzpV75SCiiS78wpj4kypPeoM64i51ffI55UzrwH/76l9h/5DQGLh9BdNIieU1e964sKHYJqFBqiPHgUbmrUxpTKtbqT7XfVNjm/sPRUgZ4hZbqBS1TEOfPVSMijFuwBvl8Dk9rZeRJM8YYZi9ajdlYDXfwIY4c3ou+5CBMzlBX2Yz5m1Yqj8gwLaza+DNkU0l07PsY3OVorG/ChInTEK1vh2GY6L5/Fy2Hd+BaBXA6+gJMoDjH+BzH7KSL6a2dmLZ2IxhjSDueGOjtEC85Gw27HLPSLppshrBrIMosNNQ0YtKsOYjVNoMZBqLWyF8g07Iwbvp8dE2dDSBwexJHlFsqYjvHzuPOdxdx8+ZFpN0ccibHAFzcDDM8sBgyJoNtMFwJA1eQxY77V3HxTw/w1oKFmDxu6LhZvX39OPn9Ndzoe4QlEydh9uTR2ysvW9lG1V5YCZGxNcdxMND7yCdKj4EZhjGMwLxD27aPt2LNhk2Y3uotumbOmoVDBw+g+/sr6Jo45anz/6lZKPT0mkOj5m334dEb8iUOyY138mJRY86MaHaqT0WHu0c+PIeK4llo+8+0t+17VxRPL3lX4rgRWE1w7mL79l/j09qxna9OyHLMSrqY2jYJE+avEcE7vXMm88r5xy9/jV01fjlNztGe5Zia5qhBGPMWrENdSwd071uqN/FvSA2bdEQcO7BPLZAWqTUiJ0uaixDt+RMKYKp9C4G+5eRzuP3dedy8eQkZJ4O7YRcn4yriNz0PbKlqxuYVK9FS47lfpLMe2pHJu9h7/Cgu9dzD+Vwa5ywHOYNhSd7Ev5k8G+sWLgDgK45nBAJlkyaT4LWkXKHYLVY8NRGfb0Vx5Eg5NyfQmpxYQxPykBNIjEQmSHlZ1DdmhEUZPG86m5S3ib9hqsgM4KNU1ByEZkh0y1Q1hShWn64xJB+VXKISmqTytIJehqTjRFwk4l1RHEFSNSekTB8rZOw/qC8nrdAtLV6dCvKqHZVi8EkleQ3NMjXkQY/x56Ne6mBC7Rn0sHPl2KDGLCTz427Rb413I8xHvShvr72uD8awb+eXmLLiDZEucBEvPl4N20oN06MxVxsuGlYw/qtoSbHsYiZHNpPGuV1/xBtvvYXmWqGsX0KBW/dkkx6sWlEMOdY8rvDUl7y/yTyw/Ysv0Ln4NRiGITlOBqUz1DwoZ0foPVWGXRz8ZgdeXzEL7e3tYAI2o/Hzw893YNbsuWhpbcWNpIdq5/R6liguL8lTIrSz+PGirn4jnEYMhzZX7HxxI9RW5Uf5XUbUR6vvu4vGlb3tfgj23ZmjOBMb2xUi4xwzBnKYPXkeZi9Yir5skTTMQKXNsXjQQa0LxGEgzE10tY5H16plYMyQWy4vmpmhMMbNWIBxMxbAMoCee7fQdWwHboaBE3EDjsFwMQTcSN5D944v8Bfr1qGlsQmcc5y4cB7fXL2MbTzpOQGEAXr9DoccOFfPIpNN4eWlZW5J2V4wKyNPig309eLAri/xH/7yF7AsC0+7lfS0NnPmTJy+dB6TZswe8bVnjx1Cc3sn2tvbi57fsOkV7PhiG1x3HlAz/mmLWrYR2KghT388ciPwm/4j/uqrhSIvO3mdBEQmvKTD/VCPdCo7HN7VKBnnQPfNq/iX7/biUtRfBpqcY1qaY0KW41bEwOk4Q13eRZ/FhlTzNjlHjc3xKDTCZSXnmJPhmJsDlq17H+FIFNyg1a43M+/r6UUoEkUoJsIOiKIQ76ZUj3FEgE09yBIhTnYAebIEKuEjKlp9S/zmAi3QURRfs4RWIRSJ00TPvZs4dnQnbkc4TsYZHIOBcY61dhgrm7pwt/cBvrQTuD2El3e17eJ1oxLvLFqK6ZMmo3+gFwCQE157tuZJZoQFVyqAwNAWQk60BfGsSKcoL9pQaiiJ+uWkd4l3oEroOVHMOOJC0d+0QL/cAN9KqlUXvJ9Q0tIWKSEohPaENIQqq8Wro5Ws5O0EOgp5uhEalxKeeZQkHFL5ZVzzgLJ0FW+N26Sruwdjybklxjhb6lSp3kUSUZKcD52XpHFeHsOBIaSJeFG6CrnklWkK6rJsIjm1eUgiUN7xZJ7hd//0W4ybtRjNbe1obqyVeWYdry0fZSxxj6LN8Gw5UUN9Xp50B6GE3tODOzeRuHoIr7/1FuqjgpNHw5FE/YoXyr+l+px1r8rH7mKQt6e4Z9Lxntdv/9+/x6o1azBu/DiEQiFcH/SeSV9WRXUrQt71tWGOq5cuwMz1Y/GSJagK01gq8pfovvcObt/+JSbOmIuOjk5cTRACRX2raHUDyBOhuBqypr03Pm5TjAw1snnEaE5n5U6P9g2g8sv30VDR+DfntpaRpx+C1beOQ+eZPJIiIMGULEcTNzB71hKMmzQd2z//V+RSKcxNcgwYHN/UWcgaDNW2i6WDDq7GTSQYx5QsR53LEE9lcSduYX/NCPduGcOFCNCWzuHere8xbvLMgiSVtZ4b549FoLihtQubXvtrPLx7Ax0nduF2xMXJCoZvQnkcfXgFCZP5fr6PsQHLwO94EqcO78baM6ewcvp0dLW1PYcalK1spe0Xf/ZLXLo9gFvXr+HiqYfyuO1aWLXxlTEs2fO3/Ts+xX/6d++LD+bYIk5B+8tf/Qo3b9zA3t174Dg2HqQMrNz4KorNwHLZDPZ/uw+GYeDNzWuHlf/mza/g0+3feGFN6iePcunLVsxGDXn64Mh1fzdf5wKI1TZxCRxX9WoA/HhRtJcr9VBIz0b33HuWHh5PakOU6c7VC8hns+AA2ibNgBWOBKJJcxzY8QGWbPoFcuk09n39ezwIc3QhinUv/xynjx+Ek8ti1sKVSA72Y8/Rz/BlTWjEkH1tnmNFr40ly95AZ7un5FZhet5hqbxAFHiFUp3S9VX33+m31BMS6EI+L7yXAiQ9y9S1wLQ+U+Lueh/T97V18z3L/Pwf3L2Fk3jmhdAAACAASURBVCd242GI41qU4UGYwRnp1gfnmJlnWB6pxCsLFmJiZ6dEC9IZj4fkiNhYToCwmhbcHlLjjlme2jetAomPQ/H1yDuPuEIOcaOInyNaJCxi4tkCucpwr+3T3PdeIzSLPPr0J6yjf743njgv2lh6D2ptTryjiHhnY4Hn3S/aJGurMbp8zo/GWSLekebZpyNLjoZ26bwsIMAzkt5xaj2kvpX0KmQinRof0NdzUlfolF+xGHd6/fzaiDKQlyVpjInzftmYkjeVkfh1IYoNJuvqL3mOnziL+vo6JKs8n9acq/ELn4c9KfI0VH4lECnXdXF8/1cIWSGsW7cajDG0V3htEg8Jr1KNm+qjgqrp3pYFRS/CjaJxi/otkwRDilLgPdcHjwbx1ZdfYtWrP0MsFoPFXFw8dw6P7nyPSDSCDWtWoqIiLnla1H90mhLxLQEPafp659doGT8V4yZMxO0k8Qy1RvIrIMpaymdxKO5T4aGhUL1Spt+j5H5Kkf4ikV/9nER1i+9uvDWv7amQp/LkaTRtiDIVE0LT1QuIdG4yB4M93agTUrU08JkGsO3TX2Nb/Qg/+JxjZgaYkQlhxYZfwDBNVAsNw5/a5MkVudj5PK6ePYJ7968hzRwkTBe9lrd56TLAAYPDOBx4gelzBpAzGLKMIWfA21rlHMttE/9+/hJMnzgBQHnyVJ48vRiTJxcmPvn4M0xZ7UWh/ylMngDANDj6eh7i0tHdmDX/JSyZ0QXgxZo85bgJ27bxwYefIxQKwTIZps2YifkzPE/gmHC6GunkCQC27dyLzq5xCLVMBVCePP1AJk/0IhNHQKagu4n0xJ0IaLHQgCYGf9Kpkd4npApcwtvimZr+wpb6De14qesfc87X2hAdW5ynSVVtKI1/+Ox3w46tF3E5Zqc42vPAlM4pWLlsOQCg92E3rpw7jIaaWjQ0N6GxuQn3sp4Sb557A3mBVwppChEfg/hHMiaS8Piit1V0WssizkXhK6E3naufoMmP3njy4yvOM/VDHyh0iTsF9HpEZrbjIjXQizorBdu2EXEHYDsO+jIcdi6HgUQKA4ODyOaTSKYz+LwphqwYHDfmLfyva19GV1sbBpOeAFsiLcJDBPq5X06K3caV4/K8aAni+oQt75nYgutAnnDkXUfnTa5+INOOr2eS4d7/DeIyiYkM/fbbkngY4oMvY9V56X1eEuWsTXDkRCEwYZX1dZU8dD0b8uCjK2nCl8p6Ho6V0RiCxuRkSpRd/vXvbck2FRwYR+WP0aTPn7jQR1aLN6j1X6lITvUlFDnQ16gcpYaIfICTpuQtLqAPOPUHOYmSOlnEmdOfCWAyF4cOHkF16yQ0t7bi2mBcvXmJQpGX8KiMsKM1eSoYDzwrRi3wx0zg4skjyGdTWLB8LabXev2/Jiz6szaJoudG2ly696nOdSssnN8nqI/ltb7me54LzqPBFFHhkOBHmoalVMb3SqbvgjpJ80pB5xx89dXXaJ8wGZ1dnbjcLxZWvMTkWeMZ6w+lYI7wmDmDv9bR8yxuQ8y5Cq3YPEkqi3t/9K+M7CPaIui9RePLnKefkt298T3uhB//vE3O0ZXlmJJ2UcsieGnhOrR3tqO/pxtbP/o9epwc7lkc18MMkWQPam9dxcS0jXlTF2PC1JF7hPxYzLRCqKpvRkPM+1BXmd4kqDcnPkwQoV6QRDKRwKNv9mC3kJ7YaeVRu3cX/uPm12W4krKVbaxtydJF+O0HX+C1t98e66KMiU2fvxg3Lp3BlXMnMX1lIb/zRbDRVCAn27RpAz7Y+pkXID3cMer5l608efpB2aP7t3HyyF7caowUnAu7HNMyLjrzHLUw0NUxFdNmz0cOUZw9/i0OHP0Kd0MuTscMZDX3i3sAboYZIqcPoGP8FKAcXHRIq6isRFeoAnX5NHpDBsAY/mSkEd/xBf5y/QZEo9GhMylb2Z6xMcYwbcYMXDx3DpGuxWNdnDGxSTPm4Oier3D/3j20tLaOdXGem7362hZ8/Ket6Fy0GZXVNWNdnB+djd623eHr0DG1gvW3DrkFZtzSbVLu8Ys86ENfZCugqGnIIwVotF3ainj85cPJc9jphrE/L40g/wDkDAAhA3hw5xrOnvoGN0Icx2NFwrxwjtd68li7cD1iLRO9QwL2rQnb2Lr1H7G1jhWtfMjlWJxw0MXDWLHuZwhHY5ITJLfpBPRMWy7EYZMu3prKHG0D6a7x6rMT1xZpCqDINp1usi+V2oNQEyqQO1P7gg6FO9wrN3HBmqIi7EremxBxx+PvJJw4tm77Z2yvM2VmIZfjV2YN/octbyAtQq9UxCvlrdPppLiH4LoIzpOj84gkV8tQzjsObXt5ZUznhWCn2MarFIKcIeY9/0wgDIHNKBhpVmmTQlUItT30bTyyjAyE7B0njlPWLdwqzdF2vMgjIsPQUFgZEuRUzd9CIc6PCEsj5RNo64XGDcGFCoxrlrbdRttykgtFtBTq37qLtgyBA6UOprZl6G+bDO2nWuD+LvNQilRwXAp2ytgTIr0UC/W386XUhGvgk48+wbS1P/c4U9xFf+8j9Ny+gr5Hj2CZBqbNnIV4gxfAOyMkDogb5AcjJtrFkNUrLLhuT7hd519OY0/pcZ2eOskGHNz2B6zb8hYWtBb2ES8vdbuStkR9io+aXgrSPqbYPr9OSIpI7pMIzq2F/KHtV3rvidtG76qUvhD5sGDfFvciGZS0nQfnHP/8+0/wyhtvotfxRIHtEm1G473kctE4oOVfbM7g6tt0hUQp9V5DHhiBlXhZdN4stRTVqyyS+SM2zjlOHdiJ8303sL/GhKOT5uGReOenHMybMg9NHV1I2IX5dDR1oCt1Czcj/sBam3cxP+2i2QWWL30ZtQ2NyPBCRKtspc00TcybNBfs6gnsrwlh0DKQNxh+Y/ch9tV2vLlqha89UrayjaFt2LQBv9n6J8QrqsDAUdvQgEkTJ2L2goWAY+PKhfM4cfIsACDnmmjtGI/OyTN+VP131aYtOHP0EBa88dMRumWM4bV3foZPPvxXLN78Z74DVtme2p5pSxasv4ZBPKPPu+svBwEAjiC+MimKJ4iU+upYe9ml95rqcKNMjEdtx3koEKSIkwLN/smrIhbiyKVTOLHvM9zLJnAubuBmjaksExjnaM9xTE27qHJNdDZPQtu0JUg4gIyRSChDnmHmovUY/OZj3OntQ0+IoS0HNMVqMWftFoQjURiMIckhydWOQDPIi84VhdM9SChUREiQlQtcBx/TMP5qVvwu1VilvOo4ETC1RtURKdmNivU1ykNdaYVE2yUdz+swYgvPOMMLx9LvepPMamsAC+dNxPQp7aj9ageumg6OVhhImwb+MfUQkYMH8caqFdIJIlhMiwjgwvuO+m9GtD21h1z9UvUI7TAIaaGVq3c8JVClMBOE1MBgScJ6kCtm1QkjFvbKRATrNCGMtHomBJIcQkQZKiNi0k1tLfoLC7Q5vZUUxNMP0+LVXyf++/UVf+UqWC0LYyq6WcwDlULhEFpDSBSRtS3y3NMC/TqaaxOVQQYWdlQvJSnYGRhRCGGQ3oFc9fCLWNoWuea5R2F3LK1dsqLdXM3bUM2PUA8gFA3h3/35K6Isot6MAUiBAehYMhkupoi8GW7dvIVLRz6C6ziwWQSLlq9A2qjzzjs0Bj8BsXykiNMQGZFGcHA8d7W/NMZY0SokkmlkbBLYFUGnzZByBaG86bwagsHUBEoJwQxWyfeuJCTQK2AmTyGBxDsk81DFcvNyzBWIq7hnPCRQb6aOwW4xhwNC0MVuS9TkqIpFwGDDZAZsrgtSa8iy3AWhdhJolyY+WZw4rm0vaWmedKPrsVgufUu0A4b27fDPPv1uG1BGnl4oe3jnOs6c3o2HhoMTFQyJWODxcI7OPMe0tIt6bqCrqQtz1yxFkosI9o/J1zBMrN74NhzbxkBvN2obWwAAGV7mNo2GWaEQtmx5Dbev30brqaM4UmPhXsjAPw90A3u/xYaFi1BVVTXWxSxb2YZljDF0jetCe9d4AEBfysWxQwfQ3W+jobkVE2YteiYk5+dhTgnvxh+zfX/1KjrHjRuVYLhl822UOU/yiJZA/TksIPjxWUhtCok8yRW55rZIgTSJzyD1YgITk4LN3+EUsEihSphY6EidKzMQMNjhnqvqsV2/w2k3g1PFOE0AZqU5VoUaMXP5q2CG6a9woPIQpPu9XB2I4LzSRd7P2xWohy30mAghcaWwD60wxV+NyxQgr6mFLdUuQS6IDADsqnkKIxTA53aQm6m2H69JV/hFUguhBHHVzum4GP2m1R1ti4eY106WoSI4IVMgEdwE5xz7d23DfieF8zEDEYdjoWNiRrQCs9s7MH/6VFiWhUjY4yblRGDfRGaQCurVW7wlWcEFioQ9dEfqAlHIF+IMiRVsjhAJMZ2ujlbIeqayXvkzMg/vHiEKjSLaujISFvUR/AyB3NB56se08g5p715/1itzJoC4BYPlAqr2FRDUaRJ5i/MyLIlYmRPiQuf1FT4hPEEJAJ/zxJU0PrJE9VGRNhnoWNe7oqsI7ZLvmvfHDPQvR0OSpA6Q7N/ULmrZCt9jDaoF3UsyObS64jETHPVd0bk/YXrPtcsdbuDunbvYsfsEFq9YDaO2SxRN5UYp5TNGZ5VPRrWrjXjPrjrsPbOHab9/DdqEAHr3zguk7PLRr9E5YTKWT/fI01QyGXSaXNm5iuY5GhdI13+yi0zIJAopriGklbiJvrQEjd+saHrKp0pwGaX0hR56BAHJGFGztBg7/tt//w02v/46nErveaUJORTXEZdNyh9oPDopJ6IhbcG5Q8ldpgItguIEJT3ZUKzBkpscKPINKLi14Dwt7Cxznn6I5jo20okB9Ny7i3MXD+NALUN3qLh2U6XtYkaaYfGGl5FyX8ygvGXzjDGG9Rs24PanH+F8zEDWZPjWdPGtO4iG789h+fXvMLmiGitnzUFXiWCfZSvbi2pt7W149e2JOPLtPvSmL2HB8rUwrRcf0bh+5TziFZVoae8AkBjr4jxXe/8v/gLHDx/Gze5TaO0cj45p88a6SD8Ke0bIU0EK5Q/ZSBCoIaeHBfuxYhUpT6sKvcqMXUMzRmoFPCpthtsSd/Go+wF279uGPsZhA8gwjoTJ0G8Ad0PeRzZoJueYkuEYn+GoZlGsWP8uQpFAOBf/7sq9SGGYvLII4SGPuZwQG/SOqcFHDYHGMVNFnIZawZY2FRV6bHo6Ras4pvILJGIoVXFJelcNqFqIgpXuQJKbwojrAuWefhaUjgTuvJ8hwytDbbjPOy2C8Q7mq7B924fYWu0iV2SJxDjH5DzDO3XNeGO1F7tqMNMPIKAgLu5BQXojIQ95ygnuH62GCSVwtYUe5RPc3w8LDzzieBHfgt6JsOAjRUMU0Nj7nRLeO8R5q4qoApd50ddigl/Vk/LQtEwgELTtEMIoVvMlV6Sq2rPkQGmq4L4np4oi+R6C8ta+urf0plRX2qUUwnUPPkIidcTKR708cwJtTgiCj+Z4aXPSg1Vco3noUTpC7ArX7cURquBobujoq+Z56mhQkSHRD+KG6bxSFe3o7hnAyeMnkRaRd7kZxdQZs9DY0oK04AkmxN/heh4P16MvahI/yfudc/yvid+SXiaDdy/j+tXL+OXbq717gPhHhCh5qf2+qaJ9VESfTyb4SGKMCiJ3HITOqBXQEXJC921O0RnoND1PFe2KiAgCfr/2/hM2feoFnSJOnryH66G1WYfhxvUbOHPmIqKxGCYsegWmaSJl0xhKaKjKGfKFL1WPeKV/yfGnOIpFJpFU7R0qyIh+aUiUfMqP+5RIweES9xZ/y952L7gl+nqw94vPcMtycLSKIR+E1TlHW45jRcJBnBnIgSMLT7OpmpuYO30hGsbP9F4gVkacfkg2f85CnL90CGfihc+NM4YrYaA/ICNQtrL90KymthZrN6xDVqDhg2mOyxfO4/Txo3BYBAuWrQKi9WNWvnwui0O7vsCErlas3LgZQGrMyvKi2Ljx49DWNRGpZBJbt32C8VOmo3niT1cY+Wls1JCnPx65XnqfUt6iNDemJAqlE1JKnNe9qwxtv1Y/HvSkKUAtNK8DadrqiTz5wiJ5yPRRr2uXzuDipZO4Y7k4UmFIBMJ0OSZmOcZnvQnSxLZxmL1gCbIgvR8vfy5QAiZXwWoRuKalQ/vRMk6RSJgXH2iXYooF9uspRIYfP5Cpf/XVA6FAQ2h4FFjRuX3xCf/j9rKLXe+DWmI1RGhCsdVRCStc1ZR48JILQ6iYQIUMj0tUbXnoUc712nPblzvxMJPCzQhwMVrIZftLVoFfrN8EAAhxDxGkdRDxjHIUC8+i2GeCu0f9Weq+OEpdfI+4wIpc9JGIpiVDyJFEqZh6LSFNsRDpBqkdIiU8ieJ0XpzN+kG1YJNeE93TVrXD8ppnG2lHuRIdonqJOxNaoCFT5M1nB/qoDCckflP5/TFCPU5GYyPF6qO4ZJLbRB5PkndJXCL/Oet8GUPya7TQRtoAR16UhIbooUPIdLQoqG0jkTDyyNM4O7rGUAFaoiFw/nEqo3ok+K7l8w4OfnsI3X05VFRVIVJRjUgkgng8ikgkimg0hkg0CjMUA2MMeRE6JJGn56e935oR4kQcSCvArYqaDs6dOIpM7y2s2bgRDXHifTLlGvJsk/EDNd6cjuoZcsxRC+UGUEOdJ6W3ra59R9f6/EDvXn6sQ8rHVNJTfuGAN67Ps1KR1pz0bM0p6frtCC6eO4cLl77Hmk2bYUY8fuRgTnh6UjtIfpVSbfWbLT8d1HbB2vj91nVLzBI05IrS+97VIh+Z3n/eclgt4V3nX6Iip2Xk6QUxzjnOnziA725exqDh4FqE4XoNg22YMDjHlIyLCWmOGpiYMfUldE3xEKWIIBtDoLdMDpZl+6Hb+k1vAAAe3LiEY6dP4pbJcbDKBAew1jYxb1Ln2BawbGV7RhYKhbB67Sr05yJIJZPoT2SQzWSQz2WQGBxELpNFNpNBOuMJOTriUzyQzGHNlicLJZNNp3DuxGFkBx9h+pz5mLlsjjiTHqVa/fhs+qxZaJ0wEwf27ILtehOLdJ6hoaUVrROmIhqvGDqTn6iNLudpiP1sHz4p5KGMWIqtBIhFM/+w4G0Qt8JxVK2X4DRaX2EQX0jnwMhAqeK6+qiNbCaDA998hluZBM7HTFwPM8kpqbZdzEty1Dsmpk+ej/ap88AYk4hFsOSmP0dX7u3zqSgYL83MSWvGVhJybYZPeliWCLliBryeZCk0BWUdeQqHzODPguCPureObxpcUGxNUHCoxEJAIi0qBudruahl9hFHdSWklF96LGrl1dAMfUVDp11OXitiZctJRVsEBRUyEvQM7t/6HkdOfA0ej2LLwkVoaW5BS5zK7aXpS/YpFQ4LL7us0JyhtjYo6rpcgot6CziAjrNAxaV3DfUBh5CokPgpeCQG8XK8+kRDxIny0uXFcVrBmxLR8P6m86Rd4/c1Kg+tsEMibVUsotQralEgXKqWdzyds8X1FJzYu952iKfBlHvmbB/1cqRHJ6EC6jWEBjgaQkXoj0TJJAqgomI6uhl8GyyJTnm/C1AubcWte3RRmXREgzwdSf+p2Lgm0Q/y0NLQSOLscA05Yhpa4mtvqUg01bMUcuWVSw4Wyh+6B7VxSDzP327dh9WbNqM7HdauV+8ZFsezDy7i8oULMJmNaCyGBQsXoK46IsrlpSVvZ710VF7S0gppSJxMJ1Ei9TelCoKBPhIonrsMRqteK+sjThCfirzxCoJXU7+Q3DkVwfLuSWOCqj9GRh6oeU7vPamXi2cgGqw/Y+DB/fu4cuU7ZDJp9CXzmD5nLuLNU0Shi6BHRQScldPUZhrf0KchEcIsIUXlvH/H0vOVgudWWArlz7sLu8rI01hYNpXAn774EA8MB8fjDG6ViYY8x5IER6ULxDhDXbgKS9dvAQt7keCd4WoblO1HaS2dE/FORyMO7NqJluaWsS5O2cr2g7X7d27hm88+xKYNK7Du5ZcRNoOhFYqEWSjbsI0xhpbWVjS0tAEABnIGzp8+icOH/4jVW96Ri46fuo3a5Mk0WCECUUDUKX196RhnmumglablYIoVDOVHKzxf54huGFiZagWlFUmUqEDirGmQpo4JKxRGznZQaRnYNGggZkXR2j4F7ROnIySCwpLnG5f73wLhCayKySTnQyJIqoqx5DJBra9ET4jHYBLSpK5E6dHYTuG9fSuO3tg2eW+IFbylKvISz4SUpXXdm+K3Utt8ONwk746l4Ezxi7Y96bkTQlWkLP7qUG1bSQvTEQVN3ZxpK3layWWFAnmIdGZcP58cq4FjVEheVDrncZ0ihoo4VlZ4ui6uREHFvYgLJLk0suKijMLzTaiF5wOrRMmXIc0zcW1WIEmWeNsqBY8iJ1a3WYG8JIQemGmpek8Zm1TSVRQk2NeYuGeF4E/VxDxkIS7KSfUg/hV5QmVtr8y1ceFtJLiBVJWM6Ju2xqWIWj7qRWcSQn/K99AjToh3XKp4S30vN/izYHVN+k/6KjrYl7mWVvY58vDUEBmfA6VqDVGOYU0vS8Zjk7ycoPHAvygItSL5c1KRGkp9KL30cNW0qSQfTeOOAb6XIZmhlUzGhRPXmIwhm83CNcNI29yPQybroKK/9a1dmLV4Ne7fu4UpM6YhauQDuRNvqvhXRffMpDHDV5ZX203n1+kekkx53nIPRCkvoXvUv8l0/TNCAynUho5ckWnDJwDfEzXrqlwuehbSQ1dw+GSZKD4mV7UAHeEIUGGFsPil2Whon4Lzh/ZgxrINoj0CvCO9OLLxxE9RbVdPUIAsFalYsd9FxnN/F0IkKdg5oH4+OqSYMvL0hBaKRPDWW38FABCeusiT7H2ZsfSTs93btqKtrRnjJ09FT28C/b09SPQ9wuSZc1DdqOo5WaEwDu7ZjaWr14xRactWthfPXMcdkVzM9HkLEUrW4fOtW/Hn77/2DEtWNgCorK5BYrAfnPMfrML8aNqoTZ4M04BDHgOl9j9le3P9QMGhoTlQKt/CXy16Px3yLqMVi798FL/9qsdCNCNVEac603NtvSv231M5lW9EkY8MiUgIdWeuIjCEHpGuUtDjQHqASCRB01ai6gleCq3uWRGOQzHzeUpF0CC16XyelApABeKFCUTBVvfjmURuijzXoBU9rPIsdCVxskINLSqResJfbQxdIrmqI9RSVpzqo/ZC+dR80hcAwM6kUFNTixmTanHt6iFU11SjfUIdbj1sQ3LgISrqO2QeIcPBopVr4CZuYMdnH2Hh7PGYMm0yBsQM3LGqAQARgZxwgVYSz4gQCxPq6lFyY4gLQUiHL6gUUNcXXAeoaBW1Q0rwq2JCW8oyvL6XzYt3TvTFlFixyjeLOCaif0RCfvuFhE5Ndcy7Nmyqa1Xi5RCyQn8rQioK4KMkhCwKJXbxyChfO7DAHxSIE7WpqaE5SXE+LOPuqUrTkQIvQy7ax6tT3oezAagq32R5W/UqlG2mofVWCYcRQhF0NEXq6mgcQCCoPk5tJUop8sjpKv5anuSNRpiORM1kWdXYiMGq+Hwgge65agxD/wUVKAfPwQwbcLO9iJlJDOZj4npxb8kJE5fRdRXj0DjpJVz+7jrGTRgHwNdfczU0TsYu1PhlZonxytAQN1sideozRIA2Q+MWvad6X/D5U9TGqpI4eWwa0p2WkHRXSe97qwYbXbxDFnlqU1kEiiu1xbw8Bh3S4vJQ7hrxblaFBEIFwb/KDwAAKiwHS5bMxp1z+zBv8RLkA4LN5CVZ4JoN9SeT47T6XSZHdYd615NwsXnhO+AdKLEj9pQ2Yp522cpWNtXCkShSyQTqG/5/9t4sxo4jTRf7Ipez1V5kFfdF3EVSXESKpKSmJEqipG5JPa2enh7MDOb6zoMNv1zAMAwYMAwbuIBhvxiw3y5w4Wv4esYz907P1t3s1taiSIkUKYoSRXETxZ3FpYrF2qvOkpkRfsj4IzMiM2vj4SLq/AB56uSJjIiMjIyM+OL7v78TTz+zDStWr0TnnE70XL6EpStWpZ7T1tGBvW+9Dc/z8LvfvIuxsR+W6nHDGpZmlsUSoXumsuWrn8R33353n2rUsLjN7Z4HAYFP//ABDn30Pg7v/2DG9+txsbpu20VaI3L2TD9kzPTiM8QsDpoCloy4WkpFlDhOhmIplW0bHBH6vTUfm43KFfSEjIk0IYGVuxJp8gOJMdGq0VgN1AyNJcVTMXgptOJ34nH1aKXh6oiB2WhqcWMCSOakOuFxoCfQ2tlEcZLy5al5JXaj1dYy035PeN+IlC8yiaICKL5F+JX23xNqseZFmAsec4s8dr7Z1UwOTNRmsiOoVaGpuBz+7AkLAWx8e91Dx9wudOYHVTk2Y9oKhTz0JvyQF9e2fBs2Ld2KDz56Hy+89gbaZKwuCYYgL/lFzbkw/YTU7aK4VSS2Q2gQIXdVjzziIiNPHaVmbXhk0iowR5wRQmBkuia3KL/LqPM1qZ5dCBEqobpu2G5xB4larSbrE+bV2RReD+k5KfSTVqCkSG4gFZZ6lmRd5bPUJCOEKK+d2GqzKFEvKC9C8jaitnW0ulDzVALSr9IV1UeqxAELP6uSt0Yr/ngP44Z3nELC5e8mr8agaUR00QzPPjJfIY9Jpe3Imy79waZzKA+l4p6xg0AoJ30qBCrW25ROj8FpVKif8czR2Lh24xac+vo01mwO48/l7bDfjNQkEkVcIsUZswAWfgayAxaIugYdDRHKQ5HugexTBjpEyJIZs46uydTWiscyNL18bYXOyWdN6M8g8ZAq8nmmnEilPrrvJgpu8EsBkmcDiZYTWq12M4yYlMRVm9sUfi9Y4QJOxTiljGW7dhbDjF/ctUpeG8P4+ATe3fd/Y8frfwnHdTHiSa9u8pKkD4NHq95zwuwn8vroPU9tbozzPN6Xp6BHJaxOrJoG8tSwhtXBnnlxL65ePI+jDtvcjAAAIABJREFUBz4MdWuCIDEoZ5llWXAcd+qEDWvYY25zurpx+8aNGZ+3aPEi9Fy7fh9q1LDJrKmphLf+6Mc4cuAPD7sqD9zq7G2n+O7hh9oj12ePRqowqXJ00WfJ5KVicpos9Z1mtLrnC+mGKL0Xw5NisBp5Z0zUaAWu75WbKxb6VNpKXJ9NK/0UhxSc5Yqe+B1KPyi6blNlwoyrlO1cloXuGfyDLA/I2JfEKlhv8gR3wNxTtg2eBje4IemWvieuIpwbp/IsSMmoEy140vqYaYltdbW4YdoBxR1IeDTRPRAAY1i//SWMjQxh3779eHLLNuRdHw7GwKxCosxaQGhIyDdgbhG1wEHFDwX9fBGiOfNsWpnKlazkNOUlGkLtojwhSR8ohX9j6sCQZyZxW6jRLelt1yQVhwmBGquMAgBKhRAFaCk2y5yl16VEeEYlkluLhZ+hvlTxwrRlqT5Oz6l6hmR6ev7NZ9EEGtXzD93iE9ec4RVHRlwXRh6qikcYfpAXqeJyyU5FaJgjrztXlFIk8veaH103oRIm/0goJI3GMeJ6kCgRISyQeeueXaQf5SS4bzH0h7wq1VBCnEZLO8eT3lnc0O8x4+1RoxPS5CtdrPCHeJw18nomvSKFOBg8Isq0KhvPtcaxZetanDr+GTZt3wGfS90+K8ynHORlPvJ6JSoyb+UWfPqHD9Ayfw1KzoRMI4vIiDZgcrvMsYVSq3eSMfLR9cejNrhqh4T0mMJcPANRhNDrRCien8FDMy5FHbHtKB3VPjD4s0ozyrj+gkT1PF8+r5Jn5cr3F6mXRxp6hFhJT2HpZQvbBbMtiYZlcJ0MvT1Tay+6LOJAyXYhDT1CMhW8hoduDeSpYQ2rozW3tmPZqjW4ceUS2js68fWxL6Z13poNm3DwvX345qsT2SEMGtawH4AtWLwQI0NDmBifPg+w4f3VsAdtdUOearWa6sA5hbyYqdJ5C0AUJ46OFST93pa8kwlfn8GrMFOcVk/yuFztVs0ZLig9TzkuVzFSvTihrUSrBlrtUUw4yZVQK48EZYg4QDoPI37dSnvC5Nwx4zMB5mR4FmTs/1pW2u80mzdOobZUOiayLLV6JqSN8pb3xjfF6RKYlvrFMkhMZkpTiC1aqaYPklmoWJplIU7ZJ2SkNwgqJNnSvXwjyt5ZXLt+AYuWrcTJQ+9h2/MvAABqIkQpFHIqV1al9oV4/o0/wdDdXnzw0VfIsQo65szFM1tXwrIs5GQfy8vPJjtErMaq4SrbdiSfgVTBbeqr0UOovI1U/QkxkrxA4kRIBGpAqp03F8OyinmpX6aIiOGHI5E10qhxJXrGYkiEzwgRDa+3KD3xHIProzy35HlRU5soKSFOCSgK+oHoJMpbaSXROGR6HRpZccWFk6fJP/Ly+Y+Q1vDa5pYipJFQraGxsE3oHrBE/9fHCiF09CDpEaef7xt8nPi5hMYGBpfHimABpJlvKK5TCygtKqUKbfBSAOSlJ6IrdDQvQt70+uYdiSjJNnxxzzZ89PvfYPsb/yqsu9RFIy4NjZuEAlaCHCo1oOy7GJPvABXDj6UOfrEJl34ddDRSpCeEydLyTc81tJpEZWqE6hmx2qholZcieeovgkiDSkdcyEuT8g/rLfuQ4p5KNNomxDliwYXXRdcdHqVxgK63bHDayLs0xwg1jiGNTMBhIsarS0eIkhJLZt/T74ny8KT7Li8h3s9NrbTIMuCpBuepYQ17dG3Z6iex6ZnncOHsN7h++SI++u0/T+u8jrnd2LXndfzo1dewYPES7H//h8claFjDbNvGmvXrcPbE9JDbifEx5IulBgL1kMxPLJwff6sb8uQ6LlyKJyenlzk1WwwblqI0FySPY7wa4QRlte0sfxPk0REeNj25aAZLvA3TXdJUDQ/kSoDQJWHu5yNaaSjOkvQuUpwlpNchgQoZz6/pKRbnJSR3rE0YaJowiTD/YNpHWvZmjLqERofiaHGtrlyt0MMj5NUR8VV0Jd60AS1ra8oyvDBUfC4TOjMldglhMzM03ZaQVKKdciVi7LOrmhsuUrTypu5Sau/Cnj/6M8WRqwSABep/jp4HrbDkSr0SFDA44mHJyjXwhIOSTati6RlTaKGrAADUJG/BNvg9gkV8DFqBFiIVHgBAQGlkPQNCbcm7rByiWxR/K0doiPxerYWoygSnFWm4Qm3K51TZ5E004oVpx6UwU1Gp05MGGjWHRJqo6aMfkGoJbl+UThjIUUTJNJ81aOnUr7butdXs0jiga/MQek7eeAAwPhFeb4sUj/MkqucrjprufUaITNUzoGhZGeUBqf8a4ycx85SEKj8dV8iyoL4n0xt5TTUdiTz9opSOgdYIxb/SEQXbiCdH3rXNuQAb1i2Dc/oszu3/f/H0Sz9BPp9Hf6UDQKTl5EgU5OSR97Bn76uw7TEVo00hb8a7AwbCFNFvZJ2M9IrjRcidfJcoT7oY3l0zoBVC0ClOZE32c0fx7GT/px0ReX4APT5k1CfJy1yiRLF7S32KkMaorwgtL3r/0He639HOAfVR4jRJZFl6/I7UZD+vFXD9ymWcP3sai1athydc2BRFQ2TgcqZbqfnQGemUcr4i4uq7OOFv9Nfk78p60yEaCuMNa9gjatcunsfeV7c/7Go0rGEPzdZvfBKr16zCvvf2Y97Chehe82IizfDgAJpbW7Sg5w27v3b96jUcP3Eei5YtxwuvvIYqclOf9JgZMz1QZpUJY+JXRy/G9lblXrmBZJirq/gGKDNWzFHUcXN/nWvnKm0lNavUr4dWnfRg0Sd5FIV/G95wam8/a6ZqrE2ni2BEtYplZc7EM0lOGWbO8IV+3MgurvXCM+99FlylX6+JqEWeNOnHJ70WwyOGGf5y5pmRBoletXSVrFif035lWl4Rb0pHkpJgh3HfDU8xExVL3Uow77ehes3BMDYyhEsnP8OOF15Gu9UHAMjLRm8uhDwkoZ6D8LhLqteEIsUVsWTmSiNKIsLEl6LrFlIfp1atyqrqyFspR1Hrw/Nydl6WKVfXamUecSLIO6wsPdGamsLnb15LWF8eEBpg3BsjFljEFSN4LL1PiZS+ZhkvV4U+JztLeDihEZeed4SahN8nYlsYnkSQWot5rawx6e1LjyOh9tQviMM0Ug7vQaSOTclEPHkMXYnqZsbwivhUdJ+1KiW8tSIOkP4cmNyg6PeoIZX6Or0LlEdeeJ2OgTgppFHmVZH9hPoxFwzXLl/D6dNXsOuFF9HS1g4A6Dl3HBe+u4C3fvZHKo+C7HZRfD3jOozrNdGwhKacuie6x6OK9Re77sBos6Zc2A5DEr31Da9YQlyjfq1bUT5ryoOO6k7vyZQxnDhLpJRv8uWoEHWc1NDlZ9kPd1wmAgpoH15D1We4cv4sRnsvYuGSpZjbDFy6cBFuzsVYUMR3Z07h7X/938k2kmUlni195yBjA0GNa1GPl+mpnTSvUmPnhDxSZd7VWjzuYZTXL3YshxAm43f61kCeGtawR9SaW9thOy6G7vajveth16ZhDXu4tvSJpZi/bAOOHjyIcqUCi1nY8tQTePudtzH15mLDZmoD/Xdw8dxZVKWUj7BcLF25Fou7N+HUia8wd+MTeO0nrwMA9r1/BK//0c8fZnUfuNUNefqbA6fV9yj6tnLHoh8oBQB9VRnFGTP37nUUwIQBTI0lS3m+6St6KzEVjs9coR2L4WHacWbWIZHVdFGj7Ac98iKayrJS0Oxb15SiffkZDTFZW8gZy4qkSnz6vUozQsSUii+hgYbuTZKRQoikflittdL6dwIJM/bGjdV8BA4aqyaq+zTFMLWiDf6c0lCRNW/NhytvF2V8uG8fXvrJ2wAAj4fL6iYr1FxyRYhMKP0nhzSaQmTKiXnETEyEMarKfngOoRu08sy5xOEgPkr4M/F0KKYjLdZURHiZDXGiCKgZq46rsvNyBZ2XKFVNRkyb1xaekzd4cuq2q0eOVpwS5TFQgAgNTKLFzPRUMzyezONTOAAljycQ2Ki8qtSZK3s6Ml7MSXTPo9hm+jhGSN2d0ZAzRaro5jOUUCQX8XFNfzZ4gneUrqxtqkGbknNRbDcdNYorcpOHG/URQlxKEpGKdH/CTxPtirSXJIpgk/YQ1YH6KB2P2qVMcd+MPAODZ0Z1o0/z9qv2kt+rMl9TWT2O7CgPRZmX6YFMTa6U1YmXRZ59pApO7z3ytlMx8KQ2G/ELYxpTlpE3IclUT1OvLkLMwt/HglZUymX84Q9H4ebzaOvsxop1G2DJGJedhRquXvwO9tBFvPzKC7g9Gtb1zKnTuFNpw8onnwIsnR9IZvZThSAJIwGNiyq+aAYsnPImix7TMA3pVdE98Gp67N1fPLOsgTw1rGGPkwVBgP2//y065szFhg2r8NTWrfjkww9gWRbauxZixZongfzDrmXDGtawx8nOfP01+vt68ewrP4PtOGoRRYLFF86dwejwMP709RfUOTeu92BkaBgrt/7oYVT5oVpj8tSwhj1idu3CWaxa9yQ65nTh3KkvMTE+rlag1WoVXxz+BDkRCgg25W2s37ge7ZID0rCGNaxhM7GxsTEc/OgTPLFhB9Zv3oxhLzktKE+M41bPdex+9XUAIX+rUqngmxMn8cbbP0HPeOKUx97qtm331x+dRCIQbAIWDz/jkvKxPMJPRWLT4UyTpKcIdBlkuIgcaVTF2HGL55kFiScvKyWT1AOzaNtEmVlbTOmkz+gCFY6fXZfpVs9oF0uFztCTWYk60+mzQEaNy1bbeuo75Hc6YHjazKTpE2UZ23VGsui8jA5ORlsx8btjEHsTzwzC/rj/t/8Ze976Y7Tlw22bPMbBOce1ixdw48YNMLnuGZsoozxRhtvUiV0vvYy2XAhNN9vheTm3NZavdEmWWyIkZlutSWK4fC5JWLO5GLomD4+TDIK8BzI8gy+D/VIzqK0aFm7FxbdxqjK4dlHKf1DYpI7WMG1bgeB+vd8y5XYu2y3Q4X5FtKW9Qmrz+L0xtrREQkqVpaYzO5EStsxkw6bICCguq046tg35E98nSQ6mfdL2JQUhnqgRgZquxdzuyKYjROKW0L6r60uMfzoRVwWUlb87Jsk5lh1tK+VtvS+Y4rhkSmBVBa/W93mUW4wiO5vXG3/G9GeLwpM4FJZGhbghAUp9e4/qQH2oYgTZpm2wqnSMiIdAojSKrE7CrPJZI6FKejIi8UwZjJfnIYTAkSMnUa1UFPojBANjUchy5eMEC0KEzZTPFzCnqxstc7rR3NqGvBOW1eTqsj+jEzXcvXMHg/39GOjvh4cCdr70qhLwJbkBKrvkcny075/xX//5y7BtG/1j4XP/1//5Q7zw+ttwXBdCjglRWK1pjvlZW+HG/ReGLlC8rybFWqGloW3WyLks/P0XO55obNs1rGGPkzHGsP1HL+OjX/8Ku57djHkLFwJWuJBYtXYVVq1dBSEf3VoAfH7oMzTNWYSjB/aju6OEzdu2PuQraFjDGjYb8zwPH+57D9tf3IvW9nYEFA6AyFIxT7L+vj7M6ZqnPMir5Qru3unD1YsXMDYyDFtqYBUcDsZYxLPKFdHZ1YXFy5dj/eYtqIiQHwlDWozs/OmTWLlugyYFcejAp/BqNXy2/z3YtgNmu3hyy3Y0t8+pc4s8ulY35OnvP7sQEWmnWMEoWYKYC3Dkep45FQ3T0YxeIVPG6scwkXBlzmJ/Ji2BmCQApywESi9hsliGmW7wyVyMowaxfCrEKqUOGUBRWi2NQkwZBIMNSKky+kOyJmllmG1rfOdmmSaxnGoqUbJ4eVnkclVURh9RRWY0WMZpVgxpjVyyZdJEEdEBr1bF9cuXcOdWDxg4KuUJvP76bjiuiyILyd9FyQf/+OBxdHV3gZcW48yJ4+jqmov1W55WCBQA5FmIIJGIZU0Sx6lMh8IvuPoqMpDIVEGGaSlXw5VnIImYtBIPJJqUy4WVij97lk3Pr3xe5XNbkvIwc5pCEpcSTVRQg0kspfx0hIJQNUKqhSZxoKM0CZK5urHQTYWUMRAa+Ukl0GU6drJfRE+MjjhSkGFC+VQIJDMituzPdyfCe+fJE5VLPKFIND7GLtu8TKUzatTNNM+QmlGClqrNZR3IuSMlj8AILxNVhXg0hIboaA81NYUK8RRRWgqzUnBreTEFQ5hZu26jbSJJCR2Bg/pdR17NkE+eTxIAElVzSHQyanQiKZclKktOFHnpjDEunx0uqI1lwONaASPDw/jgo9PY/eOfwclJgWaYFh759//Lf4MtO59Hc8lS0kCuDczt7saytVthOw7GPJI5mGqAl5MqUteM3a1atYJrx36LN956E3YwCAC4Ncrwj//f3+KXf/ZztLaGyPbhL77D2MgIVm9/NcyL0GiLQgLpUkTZYrdGFUT6MziZRV1BImh0f4zx+51tSxvIU8Ma9jiam8tj+Zr1WL5mPWzGUa2U8f5v/g573vgxik162h3P7cTxo18A5QJeeP1N9N+8hoPv/R7LFs/Bhk1PPZwLaFjDGjalCSFw7tRp9N7qxZ63/1Lbnsuyf/M//a84d/IrDNy+hA2bt2DewoXI2QL9vX04cuAjBEGAZRt2YU73/Huq2+cfv4c/f2evdiyfz+PP/upfo0kufGrVGo4e/BjPv/wqhBBgjKFSnsCJIwfROacTa57amljUPg5WN+Tp7w6fB00XszhBIiDJfrkCiK8WsjOns80ytTOzeCmRwF3GalPPNasW4a8Z9z+TK5XxCGg8l+kISMZ+zgKYsrhd5vmz0yow0BxDqiHRxCqdmV/KOioLKTP6UBQaJj1Lc5WoBC7JfVdDInTuSsSfyqi3IZeQFP00Q8fop8ddmRNhRqYYVJhCTcL0nufhm2OH4JVH0L1oMbZsWArGGFw+DAC4cuUmrl6+ikLLHDy9cycuXB3E+VMnMG/REjy1aSMAYF5hQF5vmDc1jUVhWpS0iGwfLrlN5HYe6MgDxbUqyMDBFI4miInMOnIF7qrdh3DdlnfCAx1NhHpJBELJI1AIETpP56n4yrVbRzlT0UHVpfT7T7eAG0KEySHDRIWSRSSKlG0aIes6ImPykUwUl84bnJCikRL94EKgPFHB+cvX0TWnHYsWdAOIyU/Eq2/wRZNhk3ROk9rekQ+CrdqcUlO/obBNSXTXLFOJeBp5ZI1+qm4G942e40jSQZe4iOdtmq3ut972loFmWUY/oeM12c8jeRwKPBx1BOq/nhFuiCh9ZclZuzORw/XLl3Hl8g0IIbBi/TbMX7wUOYlmFW3q1wGCIMDY6DDGRkfQ1r0Utm2jHMgg3Qhw9uvjGB7oR96qoK29A1u3rIXrujh98hT6e/swf812LFi8FOXAlXnS5evjFVPIXPg5dPUb+L6H57YsCo/L05oLErn2IhmGcmDh2pWrOH3mEjgXKBQcPPvCbpSH+/HNiW8w5tloa2/Hwg17wjYzh70puE+Th2dK32UxwxIRukn9+scb5zeQp4Y17Idibi6Pp59/GQ6r4nbPdXzw233Y+9ab6veVa1Zh5ZpVGBrjOPzxx6jwIna//hZu91zDgXf3oa2zEy/tXI58vqF18H2323138e9uXcDu3hb8hZw8NezRt8MHP0PfSIDFy5bhuZdDVEfYTQiCAF998RnGR0dQdGkyw2FZDE3NzWhqacE3H/wec7rmYeWW3Sq/JzdvAwA02WMYGhjAF58dhed5sGwbjuvibu9tLFi8dEZ1vHXtMgauXcXuV18DMDitc5YuX4auxasAAI7cpm/q6sKevS9juJbD/nd/j4UzqsWjbXVDnv72028z/cJMz6/UEqeJjDBDcNMMGJwIcmus7KOVTyxsRaKUdDTABAmY+VcWCpQ5rU4WPv1zM+5bZrgXOiv7fiful0mayOorWWVOUlXL8FyaGqjWs5oSqTRd5eJ1N+trQA2mYKfi1xmFEvphK0+/dMQ1rd2yhDUT/VnPObp/ErkZutuHLw/tx5onn8SyVWvQ6oYIVJ6F7sTXb9xFz7Xr2L5rBwaD+RgZGsDpT94Dci1wma9fp1EHE4lxFMdD5xlFXi20SqwiaI9NziYqENJzL8tBkfqDY3jLmd5UU99/I+MUm82Ixyo1dHUMotgc8+qcJmicliQxdqR8u9sHjBU6U/MLBIfwAvw6N451NQf//a7n0dbeol23EtY0cq8aCEqybtT2OhJF6ZSYptlvYh6vJNZKZXuJ4MFGnolQMqE5BvqlX0nEz6vGUBATdSRULwrGK1FciQ4RkkooVmCkV5wmebxFIi9UZsWPmNaWGitkG0rUdqDMIITA7/YdwZadz2PhosUAgGa3ht6bN/Hdqc9hWTae2fEU2trbEPgkfitRQfIo4wF6b/fh06NXsGLtOsxZvi3ZavKDCONpfFfZUmFd7QgVFELg1OH30dTSgtd+tCbMR7YLCZESAhfnl9tq6CP0Su87X18YxmB/P1Zu2hnmEWQF0sqwSTxDE+9+lSb8pPtq7nj9pIE8NaxhP1xrn9OFPW//CfqunceR/e+jaI/DcRxs3bIabe1tmL9wAXquXceN6z0oLZyP1vZO2I6NLy6OoL98f3gIzyzx8ftiNCa95Af4WBJlv6+2plrFKxvPwZ8/vVV4PUxMrMOvfIaKk3GfXABgOGn5+JvPjmHD3Lnobm1Be3MTmpuKcEuFGanfN+z+WeD7+GDfu9ix55doamlF4Ps48flh8MoguubNxytvvAbGGCxRmTKvru65yOVuoVap1rWO1fIEPnnv19i950V0zJkLYLhueR/66EN0L1iIvo/eQ+D72PHK23XL+2FZ3SZPGoJlyv4nVrYp50+ie6Oloz1vW2fvZy40TZn41ESTlzm1Y4A+tc8KkJtaWmJVYK6tzZWazhVInJUo1Gj7tF8yUDrT+YIrxMYgORkBlBM6UJM172Ro5GSnmfwVsyEN7yuthlN4fET1JhQkvQ4qFFBUKJ1opIu1K7WlQRQzV+RJxJCqRN5LMgSFCFuga9k6dC1bhyanijMnvsQ//cP78D0fC5csRam5CW1zFqHghhOYJ7c/i8HRT9B/Pf267tXMZvUZYHEO/j1+kQuwqNM9qDK5hco0msy3GH7dVMa7Y9dQGgKKgUAXHMwXLtocF82Oi458AeuXLcGcro6oD8nLiVASA7WXlkXLtJRXWhLB8onfSmmTLq2yKGMHQaSPb9xIR0FvwZL+9XYCfZY6TvKZq0o+HSFMlJ6eU6o7ebFF/Lrws+yFz31BeqfCikYXSWlCpRZOgkZqOVQrFRz44DBefusvkccwvjj0MZpyHHt2bUOhtELmPQqByAuzLIUqfRk6xZI4T8+tUXx19Ai2v/RTNLW0gqftoKg/JH9QjZXmy0Z/d5byNlpbmjDeex5rl7aivSjrQBxGTohcmD4K/BSNr9SWgSDdrvCXP/uLd5DP5zHqNePQH96fCWgrK087FPQ16iEKw7Ipjb6zoPiEOoB4z9ZAnhrWsMfMbl29CBQWIF+yMTzmoVIewZGPD6DQ3I4dL7yErvkLUcoz5CyOGr//E5oKY2jmAiPf37kTBAD2gCdPzBKwOBKSnllWsxlqNjAEhlvgOIkqALn9UxNY+c1trEcBi4rNWLlgHgbHxnB3dByjfg15y0Z3czOWz5+Hjo5W2E60BTc6PIazl6/j+sgIXDCsXdCN5csXwXEar4+pbGxkFIf278fr7/wXuHHtCu5cP4OX33gdLW44uap500ePzp06g/7BCl59+6fw0Dr1CTM0IQQsy0KtWl9EC4DGsWzr7MTdvtv37An4sK2uvV95OtGMDxmoAmm3pGjvmGiOea7S6jAUR7PBhPR80hCuLMQoyUNC6oGsvdfJyjQ5SFnDcyawZpw3o0l1otFMzpIxczfOMwAaZSbSmGZRnsbJFEsa+kpjqj6Upb3EecqrZyoPR4OHY9Z1Si/CLPAwpUjTczFb1d6sOwX7lLwrqRvjcRtrNu/E8U8P4WiPBcCBxQQ6CgGWdgxg6Ff/CW/88dtoLgHzWoDr9UPmM22UAXP9ACOxF/L3zWYRVvuezVl6E3tPduC99tw95xVYDOdLAudRhiUm0HmlF+MOQ9kG4IbXlR+9iwV3r2EFdzEXLljVh190cSGo4Eyeo5pjgBCYe3MUO3t68ERTC7asWY6OjjA0UFpQYvK4tLjsrxLOJu9JQiq48QKI+FXhp3rmFO8oxD2I1xUfonxD0CoC1Lj2nbIMZGmep0MTgULkdA9J4kqRJJcdGxAsGai75tu429+Pr786j3f+7K9w5euPkbMY9r66HeCDGJWQIjcqQ5ypYl4G6/UL6vqHh8vYtONFMLuAwJecMhZdeHI0I2SNrpsU1vUTAnlg/z/8B/z0T/4UCzssADXcHiHvNFfWIcyHPGbHvDj25Gm/teTDzO9O5MEYQ1Uu0ppzHnbu2ITf/Pp9LP7x2xiXeUw3CIV666e9YwmENDXEDP5d4n02S2ssHRrWsMfM5i99AnNbP8HcIY7+CQtcMNwt27hbBha1WFh/8QpypRIWtldxfXi6uMbs7Tvbxit+gP7v8QRKsAe/bWfNGcayphE4fif8LN7TLIwzhv5C8lqqDsMVB7gCD6/fruFAh4UJh4jY0VZYfx7Yhxpsvx8bvxzARqeItfPmYc3KJQ00StrF8xdw68YN7H37F9j/7u/wzOaleGLFckxUxmad51NPb8XXXx3H1l3P17GmkS1YtBjHPjuMFjecCFV8EqIOJxsWTcZkV6z4NjgXaO9ox4ZNT8LN6ZP8Y58fx3dX+sEY8OKPf6qOM8bQ2dWN/r7bKHYsuS/X8iCsbj2dMRZbNcycx6K0M2gFbu6Jq++U3uQyTcGZMvKBdr6hfpqsnVH2pJeScfb0zFxHTBeJElk/TGrpvBoSJwmmuNBoD92EScx7k1ZaRl3ku5wzemDp50yW1zSPpySZorG4SdrSq6gQVoqVlUS/kshd5I1jeptM3rnMe5MA7EjPSoQD2Jrtz2Ng4nP0X9PT3Rh1cPzzk9jl7b0wAAAgAElEQVT53EYM3r2YWla9jTOG446DLZ6Pg9/XyRPwwCdPAOAsvoWV37bj2/YHt+e5eoTjVsHGhDP59QYWw9clga8xgfbei9h5owcrS83YsvoJdHTqgapJUZwFpBQuuUuETMl0ZsQIegY95fkZ/l4zPORqsTiKCRTL5L0mvhPnSR5Q/BqJiqkYeOF5CtkiTlQQlV0Jivji8BF0zJ2P517+CQ7++j/i1b17UAt8XOm5gXaJ0jlyQmIrNzVdQb3qhdt6TdJrVlh55NssjI6Owwss9f6bDERRnDZQvfUxxlbjdPi59rlwgkNovTDU4YUIw7xQlekdPTzQj/0HjqPn2mXs3fsi5i1YgL/9+w+xZsMmbNv7Kj776F205kK+ZckNkbm8AzjMV5pSNpvRi2tSM1XrI62/+pUBNJCnhjXssbT5ixah6HDYjClYPjSGM3dclI5/A261APCzspi9pYxRA46Nfgb8uFLFYcfG8PcMoXhYkyc0TWA+BL69T9lbnGPHANAWWAgYg8U5WAD8ft7M8hnKWXgv58HmA9j49RA2OiVsWDgfy5ct0sITPc7m+z4+2Pc7bNq2FcViOw588D7eeedNeDUf//jBMdzxA+xc2I2RchX95QoszvHC5jVYMH/utMsQQoSTPxZ9n1Xg9VlYVjkt7Z3wfR9r1j8Fx3Hwwb59eP6Vt5HLF+Bznnrenb5ebHx6Gwamdi58ZK1+yBPi6E/8aAqvx+R3yFTR/zGPJwPcMNVfk4gT8VRILVY/LlLREn01n1V/87iZVXYXNnktwvxFWYR1mPVNz9I8MS3KOBBr87QsjHMjGg6tbvT6J4s27q8wy57Bw23yp4hnlHmCvgLLQn9mZsaFsvQ6mAiUiSLRKjpeJYrszQxPvQgMM+qbhURlXq/UngmKKLR2YOWcEZzv11MMVW1cGszjyoCHyXrtbC2rxc/YNs4XLLxaqeFTMIx9j1AonwHgD76+VqmKeSKA7tt075bzOZ4dYMgJC183M9zOh/3gtbvAkTnWzOF1aREaNY6umxew69p1rGxtw9PrVqHUXFJ9I1AxSuUBpnOACOUpqEm2jkCRxlJVvRdio7OhO6b0ypSCtkStCJlIIPD6M+lJXSOKt0exHGlczOeLGBkewf/xv/2feH73bty9cQ2Fwg387Ge7MTg8gt9+8hX+yQvgM4ZjPb2YYExuAwtcPnoK/9Vzm9DRNVdeX7hlRp59trx+8rZbvW4Nrnx7AmvWrcf+3/8GlXIZb/3yz0NeUUAxKQk5C6+gFhACEx7vsm7ir//D/4O3/uq/lWWGvCriRtlqsqs/yaZKvCVHwPf+4T+itbmIgAf4plzFztd/iXKQgx8APedPYPnqdbhTDuNJNXs2zp46hYWrtmCkmkvxwpyFGcNvFG2CSF1G8gbnqWENa9hktnDFWkyMfpGYPAHApYH7iAZMMjb5jOEPhRxerdRwjnNcdezvhYRBlTHAe/DDJXM5irn6oIOOz7FmVGBp1ULZtnCiGRjMRW2/dIJjKGdhxK3PhPpOjuE3uRpy1T688/kofrHnuVlPyh51KxSL+B//7f+AYin0gqvWRlGeqOA3cuJEFIhxTbaE4QLnqFSmr4G2YMlSfPL+79B/6yae+dGLEELg6IGPsOulV6Z1vufV8MFH72HNk2unf3FT2E9++a9QcEhwVP9t4bIncPLYYVw7/w0YYyi5PqqVCjbt2Vm38h+W1VHnKbYKTgyeLPZ//Gh0RBgIQpbSdmLSaMInxuFknLkkGsYy6pcowuQ+GWN+Ov6Qdt3Jc0zLjP2UOGB+ZXrdTOAqFXqSXxV3RybNuIDpcZgwzYFyqsyNC5giz9ny0tIzCz+IM0AomLnCSZxgoKC6Blr6DUx6FaUmS3KdjHsW4VkM8xYtxcWvjsaOPhrmMYZ3CzmsDzh+NlHGvlIR1Ud8AlVlFoRXX/RnuuY6Xsh1u8c2enaQoce18F4nQ5AiXrZ+lMNzrbDP1XGSU7MZPnEqaP7wEPY+/zRu9Q9i8ZIwUAchTJZRHxt6vyZPN5c4UUomjVCmyPGBuC3c0J+LYtcRkiy957j+xqfn1ZaQRWuxCADIuSFCk3cIBaMTOPJS88nzR8PPgOPQl2fxL7GJU5b5QoDLOpAnn02omDyXOFLdpWE8sbCI1vnrcGT/e9i+axdWrX4Cxw68pxB/2w4n230DVXTO7cLq7WEImHn5Afxu3z/hzbdewtFDR5DHCGzbVppMgfLgJdPrndwNivrjqEd6VEKrL8+34ukfvRHlQWMio/fbLFGglPeYUPEEw0/iPKlYm76v/X6v1kCeGtawx9Ry+QJsBHhuUQBAYLTG8N2Ag0pwfycqfsBQCjgmJuG6CMZw1rawzHUf+YkTAJQZILyHMwnNLe/BjnPN+Lzt3tpJMKA3nz5xAoB35zl4cozjx3cFPAsYcYCrOYG+PFNOEbO1mzng16jg+NEjWB7Y+OO5c1AoPr7xFXnAcXloFN59QNq2PrMV//RPBzB33jyMjYyg99YtAMCadeuxeNkyWKyCG9evY+CLb7F5x3OYkJO8D367Dy+9/hpyOWDj5qew/913sWHLFjTPq79m1A/B6qvzZCrTJrR6DPQoljxrgW1ymiI0xOC6UPoMhVpToVSk4CZJHpV+bnKvlNKbddYtwVtKQ38yGkAYpzLz94zjpk31u17fKQ5kAYyJ8yaDgTLwq4z6JfhFmYOSztOanG81BYYmDyd0QaYcEGnlG36zY5OD6Bkw+ASqUSUvIwN6SupfyfxkYcyIMl8oWDh8kaEWMLQVOFa3B2gteDh0w8VkTDLTHHDAAoo2x/J2rvRcJNkx/JOFX20R4KmKhaNNk78cS1xgYto1eLjmA/AGC+CXunW+pEAKLIwozXQW1gzhDQscMO6ABXbIrwosgIf/nvA8fD5b3hPn2DgCdFQAr2XypGebLZxtDv9urXGsnhDYNipQtRiqNkONAcdbkDkBm8zu5BjuQOA091A5egxtzMKejeuwYN7cmLe1Ps77xBEEqaLryLrJkQJi47dMW8qFr7mcRCLKHqnzh+ny0n3MkZN9T8p859ywsTqbXXl+eHy8KreofE/mFyEZFOfy0uUbOFb1Ir/+Sczzueo6Bflg0ZhB7eFJPtO4FyJcv/j5HoyPjePQ4a8A7mHpE8sxMjqID39/EpbtorW9Hc+++Dz6b17C8MAd9Fy5gl3Pb0NTycGgVwBamvHKTxbgq88/R88X5/DiT96JKjSL+Z7pLadGVuPy7dkiTQmL8iFESfFJSY/LC7dD6T7RcTGDcW8yayBPDWvYY2z5vI2SG6AWWBiu2Bi+DSxuC7CoyceN8XAgLjkc3UUPtYBhoOrAD4BVnT4KcnRozgE1n8ELAI8zXO23QlKquSWszMY6EeAF1HCwKVvgsQUCYECzH6AAgf5H3APPsjnyRam+zIyXtdrRTfANYEp3aBafiNkczOLhp80Bi4MxgfLJdbian/2W4Y/7GL5tsvAv8zCj7biRnIXjdPs4hwWB5eMCr94FjrVbGJglN8qzGN4t1rB2Alh/qx/zujrVNtXjYL7n4/iFa+id5gRzttOJpuYm7H75JQDAlYuXcPPyNdi2AwFgZGgIF86eRcfcuVi2YiU2bn0aLiurcwPfx7FDH4Nzjude/cksa/DDtvpxnlJgJJExaKhVctxDIiVHILYSUYd15MHUAaL9zKTXmb4yT9vZNb3GTFQo4dlHTnpTcITMaxOZX5LHM/EVE4AxuGJZqEp8JZB2H7S8zUKnGAuinzMIWdr5On8oAbQkuD3plUj33JyuGXXIggGpzxh15Ir7ZKCiJl8tpXJqFaTU+Cmv9Asx10qUKpBeOTnluUYrc8k9cC10tggMxVyCb45Y2LaEY2m7ByGAsSrQO2LBtRnWdgawGXB90ELZC3v6uMcw5c037ESPhS3CQ6mQvX3nAsgFHLu5QNli+Mb3cfcRnUAVAOQ6ynAX3n2g5QZjBfSOtOPInHvhWzEMOrg3HpMV+lZdagH68hxPjwkc7GCAEGjywzngVLpQpn1bAv7dwHU8v78fG+d1Y9v6VbBc6TEmezjxVogLZMpFkOZSEItqQCno3VGVSBLFsmuW6uR52S9zLsW0C3+v8RAxVeitEyIXw+XwwJgkeOfdpMp3pVLBHw59hd9Ua9PiqI1YFo6fv4KurnaUmkqoBnl5Xa5WF/psK0i0SyJRrhVOiFavXopNT4bhTkgDi9qkFlgARjHstYNzjmOHj6E8MY5Nz76BYqkJtqWPV0kzBuWUhEIhgDqvjNV7S15WJZBoEgAE8p1vxlhUtDjbeHaCBuepYQ1r2BQmOEfNE4iPeFwwHLuW/jK+PVqfch1LIN8kJuU9XbNtjOSBYctCTgB7qjW8+4hOnkqcg+W8qRPW2ezmCpasvozXL6/Ae22zC9NyJycQ7jjVh39TCoCu8QBOG8MzIwJNnoBgDDkIfNfEcKE4/XJu5Rl+hQre7b+KFz+8hT/ashGLF3TVpZ4PyoIgwNnvLuHazX7cKldxuOajMs1Jg88Y/r7mY+Lgl1jVlsfEhAcGpkjcvgifU5pM2cEYvvjsMN76+U+xedu2aZXh1Tyc+eYUbtypQXCBddteRGt7JwLx6HMNH2WrI/IUWQLJIBRJfudpcGYGeSe5eieOhx6V3kSm1Hn0B630U+KuMUPVNtKxoAQZCJr6g+uXEBUqj0/BrYn9FF2vXoZ5nBkHspEXI4f4Ck2vZhLtmqbr2hS0rcnNqB51Dbq9Ca2kaTSlln5aiTIaz8zERMOy/CoNtDTOx1D8J5PzZGQVaZUYZiBV0WGCQcNBl7xdvJqPoYn6vDRnYmvnBTjUNPVWzJBEFqoMuO462FnzcDQ3OcricI6fWqNwmPTdIc6Q/BMszl+M+I1cJjPCCaZ2JTpPQECAwWICLFf/gKnTMWdZD+ZeXgpgdpOn9oBheIao0GTWV7TQ0wy82RvgTBPDZ3PDe7hnUKCrBlwozjzPMZfhd04NG67fxMaVi1D1aQchrDdpFREClZOTcirKC6Ings6NnjE5PkuomDSU1Fgj58S3+oYxOjYhaXwCXq0GgTB2nQh8BJYj86FYcWH+N2734e94D54czON9Jz9jr0jOGH4TcPzo5hDefumPUWhqQSDCspqlMrdbu46jh46gWBT4n//tv4Gw8wBG4ce0x+5MhK1R8V1cu3QRly/1gDEGYReweuNObN8Yakkpz1ymv0OT473xHjfihPIgktBQ4w9lIRdBpOdlMd17MDG2TnNcJ15TvC4UrcH0BkzkNY2YqzOxR3OZ17CGNawuVqlwlB+wi33J4Whq4RhwZ+ZNddq28JbnYa0HfOum1znHOZo4x7Ll19G2/hwQ4xslZv9CfhGSiSSApKJtdA6jb+q86HP8RheqomlG11MvYwxw3dlvNbgcCOo8fz7aZgEx77/nhjhuFBjOl2ZfkGAMvRMP3oXg4tVb+OT0dzhRGUcPfGN3nqHD41hTHEX/wnQ57OW9beh/YibuFynGGL7O5bDm1BFs3rlXHR6824+Tx45gXgfDS3tfRsEJJ1M1ozuUJ8o48tlX8DwPHnewbMVKPPvy62CMwRP3Hli6YUmr6+Qpmq/qM1hTDZmlwCSKH6VmjXK1qJAV2ZXVnqpEkmiWTxoeciVL5yW8rVJm1dHDoteLPJ5MD6eIZ2NE9CYPwETOZomxv1Re+rnR5NlA1oy8k02Zhf9Q/vFamEQpE4Iy71+iEhl1049PPpzqqdTiwKIyzfunlxapos9m6MqqOdN/TlyAeWCqhonKUXo0Row6IsyaEc+zVM0TNZLXT+GbmAgwOjwEwDHCs9xfs5nAluUefts6iwGbMbyXz2OTH2BjzUevBTQJgeVCYFAAZQisFmFIEcERkqonzQ/QsadpVCHjuOV6kZz1QzDXmb1Q5hetHD8esHAnD3xVAqp2na+Dc7QFwOF7mDiR9daqYEKgpRD2H0uO7wGnsYi0fLJRBE8iT5TEHI+JjxMEAr8/9CXeHbiDr10O5BnSNNEWBsDAvAomWtPvgaQfYbaaRe1+gO3MxaruZVi1bhsEbDTnJvDJ+7/HkrkCP397a8jtEmMYr4XtMlgNUaRL311Cz5ULyBeK2LjjTbi5PNRYKgeP7LhxOqqv4skSshaQV6L8Lhs00uSK32/pDUlx5MxxnVAqiqtnO9r36T+g+rxAO1ndbz0OIlm9lMXJGshTwxr2mNrtnmuAncN9iV+XYcs6OU6VLPizJIp6FsNx18ZLNQ8FsDCosG2jIDjyAD60bEAI/JfVB6sRxCyRICs/SLPs2d/DO0UL+4pAWyXAK0MWeooMJ0v1q9u6ceBSHSZOAHBO1HD79l0sWTLD4HoztGs3+rDv+Gn8M8qYyDFM9vYesYA54w7GOvR70D6UR9fNEu7kCbMU+r7wJGYJgaV+gI25ElYvX4ElKzbBsh3tXNtxsH3XU6nnXzx7CjevX8XilRvw3KtvAgB4nVzwGzY9a0yeGtawx9Tu3umDV+/9mins+qCFLU0B+uf6GJot+ZsxfJzXkatR7cXAHniUD2ZzCP4wX073fsHDBQvvFoDnBjj2DDEcbZ65h1yarawCv5tCP2q6djMncOrqjfs2eQr8AO8fPYn3++/gmBtMa6IjGOCmhObp7mnGu/MBSH6h7wi4AshyK7CEwBI/wDrbxeL2LqxYvgpNnUtDXtI0Jz7liTI+3f8JupbvwO7X3lSE8oY9eKvf5CkePTkVWkt+12A0tW1F23PyuEWy75Q17eeQ4BUlo2CN+rYepTC38dKkFbLM3FKjupncNyI3JgLlUj7qj6nhwwhyNEh9Rq4R/1jfxouKMCDMuD4NbQ0lUAJju86KH51ssyuLQK3nG5apX48ZnoQZ91cRghO7sFPUatKIyFkHpqK+Z+znZVy+Hhk45RgiyYFMBj3db/ktsaVslO1YHOAeJioPDnUCQh0oj1sofw9Uw2dkFn+oyFM97XAn0FwL8HI/8Hmbjb78PVwX56jY965ATlazGW6OjKmtNceiz7BjV2pETBba7/FH0XL0scOXg4sfcPzLx8fwf5UHMJazkDIQpFqJA+WSHn+uOGZjXDA1cQrrDhRqAl5sW7SZc6z0AiwuNGFeWwcWL16Htq6FsI2wSsygfNQCFz53MOaFECEXwKmvTuBGbxU7X/oLwC7AF9CkZ0iAcqpxWpkivofbnCqsTSCnfyYVwtLfvfFtSiUVQY4+9JVkBOS5FFyZtl+JxK8CpU9xS9JCq1DetK2oaEFqa5dr36fY7J+2NZCnhjXsMTQhBLzyBG4PBbhHKuuMzXXxvQi5MhNjFiJhrwdsQgAiYGgODK9e+c8S0T+GcH1Ev5l0l8AKLyMAcKHI0RnY6LuHui2sCPTm6tsuvZUyhBBTRAfQbWR4DJ+dvoSB8XKC20Lv0Gq1hn+ujmDMnVnfHGXA2ltNGJonJ1ACWHaxDe8u0suZcAPkqwKjAAqc4518AQvnL8fiJStgFdoAQEkQTMfaO+fg0P6PAQC1mo/VT67Dso2bZD4zuoSG3Qer2+SJWUl5P8vo/DRT5TQIxGeRhCyQbIDMzJXEMm6kI6RJ4UuGdAEVrWbEk7Ge1eJFImbcRGuIMJ7eY6cmoumEcx7LxyS1ZVYu47uSXjCSqQWZpT+saQCMSKByRmpC1DKqmjysH6GVQfyoyaWm3qOQRTPMTsZAmgilMyubJnHcOByhP1nZKEgyUVLyvhtMeWO1pIiXCoiy4qkU/9yWK7ueb48hZ7u4PvDgtYkeR2NWEJMgebAWDDZjaKiEzc36cQEATEowsFBriYTfBRMhBYdF6ZgIkUrGw+fNzgFNoxznSrNX9y75AmOuQD22FYEQNehy8+E1CKGenUDQmBwahVJxbBvj4xX8+18fxD+WQhRsUpuFKvqNPMPmkYL6Xhy30edY4Jb+wHMARSHgCIG33CY88+ybgJ2X7R+mVeFJEmi8/o7wuYNVT+0ExA69DBXGRkeq4nnQMWFsQ5gEcEqYDD+V/s4gZQO6bm0Kaux8BEE6vkNkfspVEccVEkWFEQFdXlOgSxTYcUqAsWvBadciIKJ7alXu2RrIU8Ma9hjazes96B2ciZ9Z/ezx2NzSjVkC4iGJClqlKvIFji+76r8Fu2f03sKiTDgMnXVslw01G6/tXDejc5qaCnhy+ULwvp661SNunOnbcx3DRZxr5jB7+rl5Ai8OVPC004SdO1+D7bgNhOgxtrpNnnhM8ly5XROCozhQBuwc31Nl9BvT8qBZMUmwU+BFbkwnTfQkMJAm4thMppMlDPQrgQ2oLHU0wDLQMsrHRN6gzmLat/hntF+dNV0W2kd0WM/HRHYAvX3i9cwGzgw+gblAyRSR1E+gexWnOXFBKyja89YD2nKzDc2g01Q1ozmmBfUnrtdAJacpDmploUcs9aj+01TEBEaBQakqpmym7OfEW5Cfrs1QHh+HV/Zx6prAg96yA6bBtfg+GuMYvNgNfm1B/bOGQHPLBPILe4F8BajlAW6DtY7C6RwGy3mwrPu0fLbYtD3E0qyvwLByrD7IUy4Q2FNsw4ol85WYbGCM8/R8UwiSischhMCcpmZ0+QI36i3DIC3+FJVGHAx0GbsqAlgxbMHKAz96ehfsfDMCAdhWYORgDg7psDZT5CFzp0Hyk2jXJvVh0w+aop4mD3QquZuIj0qwkoGCI3qXREKVZh70/pbjvvF+NwWHOZcomUeyExJxskmoNMo/2pWionVeXGSZ0sOzsgby1LCGPWZWKJUwUfZQ9RueOHUzBlxAG47y+zNkWoNtWHKnCx0WxyC34TNgnVPDEy1jcFuHMJbi7VUPu97m480hB5eKDGcLU6c3zbcsFOqg3GwJgT/1S/iLH++a9jmDg6M4/M13OD8wiGNBBTfqzL2K182qcaw+OQcAkJsAXqzG7gcL/QkuNvtgxRI6uxdguJaRWcMeG6vjEykiTpPS/yMUSEeglMX4OMJAIoQCAXQuTASkpO35RseRhVwInRMFRLPlCLsxODsm9SUjkG6UnsrQ0YHoePxcWU8zDIkKOmygWilil/HaRcyZdBRFr6tRZhaQpA5MjkQl4C4jA02HRPGGpAXqgrUsuFGIZV7WVJ5yk47rCtYxDpsXSH2TDlNdDVRHbdjrx/XsswZ4vW2pr6hAm9CF/9QqUDaErZDVsOyWtjyWdnJcHcgo7j7ag5AReOBbgywa3+6HccvC1VwOV2PHbsAFxprw8ngz5vMqLB4JH9bLLnRyXOis4dXvLKwZBIK8k85NzDIG1AKBNHHJmdhbtQL+au9zyEuJCgqh4smx0w84qtUaevuG0NM/iDO3+jDaO4h/meOgZjPgPiFOALC4KnCtneN8d/xo+hbqyh4OxxLR8znVoKr4tKEJIyEhLFEgXNodMVyg40YcVZEMmhw3nlARnfxucyNd0ksbKWiPfC/RdZjIlIoVo3vbRYGGw++WEtVMCW9lhG6LuFyU4P70jQby1LCGPYa2c/fzuHt3P64ONNCnehjDw+NyfSSasDgo4MneCZxecH8mcB+u5tjd42AwD3zVMf1QMKUax4a79xb+Y3mN4a21q9DRpjPiAz/A5ye+w8mLvRia8DBU9VFwytjfwTDmWNibt1FLi5NaZ1tVFfi6OwyuzFlEwE+zO1YNgwP9OPr5JyjkLWx5fm96woZ9761ukyfLsmK6QMRfkbNkmLNk4tok9x4TW6YZe8LmVD0CRfTfecZ58WwV8JKCDMUPZAEuWSFUlGdAIlByZBYz66UjS4S4UXB6P+HFYHCZTI+gxLUgYVPRb8yThLlSyVhkRfcmpdBEYbMbBE1NrWTssjQzkUVCbdJbIDE+TzMUTNplR9w7A50ziqa7TNyPRFBOA92jdiDuk9O8APmCg13La8hqjDjIN1lzCcHlynCaL24m8Np4Brk5wV1jyHMfNdtCoDVY1jPzcBhVD1qU07QbtoX1IzkU5lRRuU+hyj5Z7OOl6zObbK8ZtnAhP3vOk8sFnh4G1j+xCEDIVa1WPXx69BxOXOrDJ701DMXgtufnWxiTwp53cgyvjkw90ZuqZjYXGLKAI63pr8O8z7G9x4ENJuUgomfPqgKjroMiC3BghYdT8zk+/PRdBENAvshx8Xw7Vq/ZDm7Uwnzss15zgRcGo2aGxlLE70nj/gjttwTwlIiga+ziZNQlMUZpmkuT7wCYgexVwGC5+xSAAgjruzXkLa64zgr1R9LM60rUu75jRwN5aljDHlNzXBdf9QET/r3t9Wxe4eGQN4M3tgCQHkM11ba5Aue4jWFrmls/nGP9g57MZMYHezAmGMMJy8aKAYYz8+9PXTb32bgxg7Atb35roxYA3QUGMKEm4Xr8zNAc38dI0U6885pqAkf6Hfzvf/cJ1nS3gEPgu74xHLrjoywsTObwcKIEoFSffczNoxyrx3x815x8JTKb4f3O9L75+h2B/UUHuycElt1luDpH4MvFAqtKFnjVBlJEHRv2eFj9Jk/MinQWjFlxgkIynQB9KStU/Xf6AdofIvFDRlkz2dg3EBTlPcjJQ5AQNjM7E5FKkovUbwkQTkdQgoyHkGXwayLUT88n7bITzmVpqtyaGT9kgV0mmSotmOMUWZOZ6E/Cq8PQP4kWHxm8pliiRJBRo94Jz7+EEVHJ1uqU6P9IKu4qDRajzZPXa/TrhEK5LMsOP33hAJYNm30PmKuzmAs8eCToYYg+6DZk2dg54uLM/Prd03ljDBvvOuAWQ19R4Ezb9D2RPGHj4OD0JtUvtwOfD2THI/ygj+ODvuHYkQfrJXquxPDaAEeJ+/i6xdY7WFb/FAKoBVjLGHJwsX7QwaqKhXy+iDnt7VjQtQzt3ctCrqfx+CbAEKNz+dVw9aHGHuLxBPp7ILVqivNjcpr0BEnUPiPXjOufXpzd9ER0uQq9kq57FE2KxkfF5aR3reERD8RUJAxPfNIOTIyddbIG8tSwhj2mZjGmtnsfJ3sol/SwZ04AamDD5GgAACAASURBVBZDj3Axd6SG/tb65Ll2wMZXnQK9xfskhfA9sarNcKtoYWnFw+Ih4GTJxvU8Q5PPkav6aPZcrB6ooLUGFCwLRdtB17xFaF5WxCtLN6LQ2qEt8NWLuxGs97G1+nGeGIvN8Gh2KLVqaAWf2FuNz0pF8hBiyMEUXgvC4JBMOdalgCBqJq48//Sk0eWZA42OenET9VHgSNos3ESt9IeNvA6EiTgobhRpWpgcEb0O0ZZz8sIztZGY3g6Kh2MOCImbNt2bMInu1pRoYHoCM0aeiUzqmRv1NG60iRwllXiN9jHCECrP0fgpVE9aHVk6h8G88CylXuVNKs93SMVdeq002eNAUEPZv/e3/sPdsEoaBzDY14mxj14EIAAW8lAYE/KWCDDBY6gs9fPwWyJWZQIhNp5fhM3dXfPxRlpzymMjNsPh2QZDnqZdBMPWYQf9rfURzDzb4WPJhIve4mzgv7pU4ZGwTRMCJcvDR6s4wGvYctvGhkEbTi0ALIaXR2ygaS5G3TLuiACW4Cj03sGTr/45XDe2pUeoj4neJ8Yhvb2J0xh4IaqoxhpT7yqLx6RlqSNLmWyk6UFHyWuYDO4im5wClYjzSs1FEUVM3rQ5Xoq0BjBQq+gcvRK8TmGWGshTwxr2GNq5U98ATgHVoPywqzItm9FwZln4m/G5wHh2kr3Cw9ErD9bTcMfK2n0fUUOyMte2+RmSf5OmpgWAccAWgM0Bh4e/DTYBOR/YcsfBu4sDfB9mQha4fNnWv64LqxyfLYka7Zv5AXafFzjangNnQIsfYHF1HN2FZjxRbENXxzx0zl0mXegfteVFwx6E1U9hnAeIVJHJM0DnjJhyDLqleyNkeotl0VQyPKkSHmIpStvqu0SIAuMclrGCzapTlidYXD08QifMTDIuXG1jJ1fHcVPx5IwVUKrjG+07q2jZ8jhF2zbKCAz0S3kjEhKjVkcSHZkEDlR7+WZbglAdFb2QEmplTqnirm5B1OYmwmA6Z9BfFCcuyeGSp8l2M9Xu6T6nYkbqWdC1z0iLJRMxU5ctr1tJj+srNeJvXb92DcNjaRVo2PfZhi0LLUMMO8YLEDHeRxLDD8cU+jtAyCfhYAggsIX7YE6A/Qs5+Gzd/R/wnGGt68kYZ/XfCiszYP4ocL0j/L77ErBk7lJsX7QSQlgoFEpoau+CZTsGJVIkPGERHo4nUrB0xN3RuUtcPf/6DoOIhJG0dGkmjPEsQqAmhYyyzXx9TXJ6ogdNQTMyI4LQWOv5FH+P0hF6JKOWEMiXtpGQUZnodUXQVH06bgN5aljDHkNbvXYtDh74EkAO3wdUoWHTNMZwsFjEC76H9+DATxMqnIZdBcOGIkf5eyQD1uqw+B5MXe1gm4U9w3nkRQ0XOgUOrAR+ORxg3uJVCOq0zdOwx8vqNnmyHRe+F6qg0gyY4tDQ+icZAy6WQZZieJYpMEPn9CR/h1Ynk58UL1PlkRnbTE+ZFdvNRIMS2U0anT2dj6PwF2PGnkXyiq5F/yOurWXuG1M8pQRny0TaDEl25eAm/+BGu2QqzCPa62cGsYrQOdIDMdFBystkfmShRFqZZl70aevuyEHgaXll60EZv0cFJQtX1bJi/8eQwkQ6fSUa5SPLkvei6vkyv/B704LNWPsUh8e/xtd9LhId5BGy+wFgPIyNlELg45X6x+5NNS4EXvVq2J/LozoL18MmEWD0PulF3S8rWWJW1zodW1ZjaOIBzhTCntMxASzoWolAWGAqrqCOItH7Tu9tBlKeJFTKwybXMV0NnM42lbkn79/mryYiZWSecVpmGSk/mEDbVFUxEXWP64iTWUeuUP5s6QfSRKR3CaFV0c5I+LVe0+8G8tSwhj2mtmLDVpTvnIfPApzufdi1ebD2MKaKlZyDD1oflHeVhc5qgJ+MlPG7fAHVaQq3kt20HGwZCXC2jUM8bAXQaVg383Dbt7HQr2HnCNOpE4xpb106ZDEGJoTsDCnBdYTA3HKAwAJGmwX+sCJ6Ma8dzaFr3cr7fVkN+x5bHTlPQkVKVmx3Qg1IadsNi/P9rKjHSe6Siu2mjrLU9JFzgn4gcV4qOqSnVereUSlaWQlkifhHxgAWoTz6KsSOQc+UJuJB6WVF6fSVi6njFMUC0lE+FRMwBe4z1c254S6mxLoTqA/9YenfEwlCc+ykSjatsJitr8BU7L7ECiT9nkQcIR3VTFisSkqvK8vbzkCHyLhCDHU0yNQ3M+uk9zS9sEQdMl/7+r2hski9Xnm0yjZ2c2HdV2x8CneGv45d3A/DHs7VPthSB/I2PJujOpupomXhS8/BnpvAwfkB/PsYGw64t5aZy3xsKAX4dCyP7yoF7aX1bFsFB1pcLPY4VngBhACEJwBmwc8JHCy5kA6ZYPJTIBzbOn2OpoqHgYUC57qiGi4ftLFl/hbYritTh21DKDh5xCm02I7XKH1MUB7aBghEitnRu0J/vpVJxIXGD1uh3PFJ4+StbBvRDRKpjXdpwqZzE2dNq0p/7yVTTmNHgdOHnAybXv9pHLVZWAN5aljDHmNbsHgJLPEFfmiP+v0M4jtZqQ/a+nMWNvgBzlp2Yrt8Krttu5ioMLzSw3CuS+BqafovFSfg8O+zePZzTTVYEBgOLBwYy8sQJ8zYqmd4cSLA1VGGj70CGBheahtDObAhJgLs4VUcbcpjMCZ4xoSAYAxjNlCzc1h6x0NbmeNct0BLlWFv8yYsX7H1B7bcaNhMrY4jqlAzP5qhKya91D6J0CFdhyFuJi+GGccTTlnSLH1BHx2XqwKu9HJ0Xo/8QoUYlTE+o0qm1iU63UCHDKSDp8T0I5QjKkrnF5krEzOidQL1IPQoKZwVK0GRlbQfo7YmVMwo0/Q6M3hVZlG+T+2QHI6UjpXJs1KWhW4ZJaZTxaaQMsk4ySgjAU0puFP2JbOjkLchXUGs8kphnBBBpq+WpgwDwvRkdH2kA6NWrDIK+5gogHMOmwkEk3Ltss2Zrh7MLO3R3zSapt3ndkqzQyWGdRMBdgTAETbz4XzEdvA74eD1gQpu5QRqNiblC5K1VIHaDIjUjh/g5VIVVcbw+bgLb5K73sZ8bC76qAoLh8ezVckB4NBwHhIHgguBDS1lHH+CY7xYxfxBBm4LPNsLXHZdXHTCQMJvjFbwbksBHgMKNnDXd/DO2k1o+/oEFi5Zi1VrdwKxZggktymQzxS9zywz3hpg0qKSMSnVc2vqNplbDfofCcSahv/YDNa2SWHbHKeMXQm6rizlbfPWZNG37smml0mWVpVu6e8j8lRkcswN1LBdn+f0h7UcbVjDfoC26dkXMFE9iOO9syOOl0cZdrfW8Jnnwv+eTHV+MKiBZeFSCegavbdsBj0LL1x34BUEDiyYGoEaLADN7lTpONbmfLQ7AlYAfPGti4LD8dLqKs55Lq57FvQ3cvj3tqYAl6sOeqcRk7EmF1frCxXkWzycWsFRkx6EPXPDXtBqM2y/FYAxhtscmAMLJS5QsRhcCBzmeTQfO4nnn3sLTZ3zpiyzYQ0D6jx5SqJDGeiHnHXbsUCgaXHAjMwBxD32dFQnylpGlXdsvWyi1qgVQZrLgJlnkrOSlo4ZSERUV70OqXogCu0x+EYmYGRoZ5maHkoFm/RC1HlG++iZyj/knrBqI/06EvfRgNyiuhrtRbwr09Mklhcz4sElzeRAGaQBw0wgZ1J9K1PXymxTy7zAJG8s/KqjZqpsWuHF+pq6T9HJxvWkr0ATUjzG94T+i1xt+cxF54In8NQzZQSff4ETfU7y5CnsbL+L5mEfryyu4kvu4g6fZgDfh2jfjylefczi9z5Z/JzlkOccP0J1Wuk39Vu4NjF5P1iVCzDX47h8y8aZSjijqfgWjp51sLzLx9q5IRoiGEOOB/iOuxj2GWoCuFyb+tXUYflYUfBxs2ajsrCG0wuTreAEwKbBAs64HGcchjkBB2wX7VzghsXgCo758NAXALXKOJoZU4MIcZtIzy3kQEHBPjwxNiHSc8oYz8wxNBGjM3lG6lGfUJUYz9ZElugh8AN6J0rvd3l9wqMdIltLn3h2JgfFMuqb9QSK1FRmVslt95k/0SYfOvl+vzdrIE8Na9gPwJasWg+/OgH/xFmcujPzx37Mc3DosoVnFgUYzgt86dmo1xTlfqBEPwzGU2gW6nO9u+Dhy46p1cbnj3B09hXwWTlt8sQBWNhVqsKuMJzsSUM7LVy5Y+HKnfgxG1uX19Cet3F0bGoNBQsCK1orOLsqQPs4w8XOjEmGBZxwxzC/bGEhd3E752DYq2AlbNxwLHxVcuEGAsuqHG6hacpyG9YwsrpNnhizYmqgOnNe7T3KPdmANGliJD5CiswZu9IBSsI/+jf5lZRKfalUyo3ZZmasMMTRHSpB5wQp57SEDDR5TFA+siy5V84syzg/BkdzffWS9LrLQH2yL0L7Gq0SkudFbUNaSunwRqZCraqzjjCpuhqE0vi9tY3YRVGW+pokWbIJ5ScgOnmY0LO0VPr9TOZhHE5wn4wEynslfWWjfZ182ZZJ4lL8KePXCHFScJn8ph4+lfWKp56B5wfAN+dwut+N3dfpmoVjNywsavbwSneAw56L8iMa+DRLef9xNIYMNfsZ2jfcws4+C8e6OIaK2e239XYOHw+TJ1rY7+ZYHCVbYFOuhjFY6Ot30TMwk75hoX/UQtm1J+VDhSawvljFuVUBxgvAeGGSMZEB5xcKXJgfYHl/gE0DFnK2g1e2PIvc8U9xLu9gvi+wbtMutM2dDyAat1UUAEciTmoM1j3nyKs8dijTONfHjAQSkwmsp41gxlFZrUC9lghZ0jnGincp+cCkDafQrCzF+eQGQqaZXCVzKE2+aaZCrEyL0iUQJujfE9FH6jQ0NJCnhjXsB2Rrt+7CosWL0fKHD3H0lpskqk7Dboy56J3g2L2khovMxcXg0d/Ge5ytXtPEAcfFx76NnTc9BC0cx+akSxiUyh5eLjHwALDtkAIxNGEhD+CT7wpoyXOMVGY+qb5+N4dnumu4WrUTIaHitr5UQe+KGsYK08+bW8ClbuBSN8feyxYWLF6G/KmDeMbzsHvPn6DQ1AKvPh7sDfuBWN0mT+Esz9A54sZKXH635Uw+jjqolbWc9QbSi0BpUxjlMRVHTz/fV4rUlFJGpTYQp7i3WlJJm8rQy4wm5DqHKQILKDK2H88uFsfMTtQlQtaoDjrikqXJkTm0GBN4M4K8llEmoKRzeJJxA81VUPoqw6xUHJGJ6pOB5ijUy8wtaw0jOQQGUqn4WkaNgfgC0viV0D65DIwc4ChTA2HL6C+JKsfKUnmyrFbLWv1lIG0JNCz8iE+OXLniLM5ZBCdnw8LsEQufWzh8NY/1XR7mNwc44ruTvvAadv+sXtt2AFCxLBxAHvNGPGxnwJEuvYes6xPoGczjYh+9OpKIwUhl9pPpc5cs7H5iApf8PK4leE8COQjkmgL0tc+6CHAGfHnkAJwax7O7fw672BFOnJTKtURsSL8psRsi81HaS9MoUyFO5jtDT5cYi1LHr/CX6H86ZI4N6RNYywqvi+bFnq9znxK7HVS3hHde2sskm+c6PUtH2NQ7JIG9J8tMjKT3SQS2gTw1rGE/QJu3bBXWTVzEqb57G1jO3HHROuzjlYVVfM5dDIkGCvWgjYlwQlBP63VcbJSLQHAOWBZeuWiD37Hx7d34S7k+BVtMYH63h9ICD0dWcjx3kWF0iKHFDmCBodkJ0FzyMNAscL7r3qaKHAJ3797GggWr0doxB9X7rFfVsMfTGpOnhjXsB2hrt+7C4LWzuGDnUAnujbc0UnNw5IqFHUs83HIETvszJ5O3goPx8Kzwn45mTmb6Gjc8k4kAi4pTv2QTuOakpxhcNohQ40uE+bgBx+KyyEg985haLONv83vJ57CEU3fGeq5m4c1zHP5oDk4BsAKOz67V/5Xh2gLLl1VwYZOPoVJ47KMnPSzt8zFaEhAWcDMPVOtUtCd8zOlYhM3bX6xPhg37QVr9COOxkYFgMpJDDwxS6//P3ps/WXFlaYKfu78tNoJgX4IdIRaxSYA2EEigXcosZWVWd1ZXtVm1WVf/0tZm89v8FWM2YzM21m3WNlNVXdWVo8ysSim1i9S+bwgJbYBAEgixQxBEvMXd7/zg91z3e677i3jwAC3nk6EX7n53d79+z3fP4uVpeJHDQX2KFL/JASEp5ZGSOR3zbQfFlLuLgsBa542OMVPmSxMDSIPQpgFiWeW0Fejb0jdtvRmnoNmqfabg65hy2ucLKUimcRgbKtPuSnaC5VuDlNfdruOV5BQGV9nbVUjO3u8iOppSsrFi23A8Z6qsrdMx5X8r+WRiuLQB367LHdzc64BXqGNUNFb56Y1TVL508OxnL/uct0x00eTduf6WezBS/xPeOXb5St8xfLz5TRXLh1rYPhThtVZl0j6hRpSH5fUQF1WQmH8rD3GcPAFJPzPKoTnK/R6ShUly7z34nkKlHCPuKU9Yt4fk2aEa8rbAWBQjg0W9IQ76ZZ3Pw8GojKkX3Se0yIls3lNYtEmd/J3/9PsqxpQgBroc6PcpVHFPFOPA0RIuNrutgq/QX4swdShCdUELHy9SqGdul/KAr2Z3azPSxquLI5w5+Q3mHvkKs4aXmBubbvnTO0Tb89ZhGlIlr/DiCU2DbzHlZ3DCkBWMfl5uJy37jlEuUhDnAXTpW5w+a7rN5CYo18lk/rdBsevurEbfGvb9M8ZMtrEVN8qyusW/W8yxdJpBwrMIBILLwNCM2ejvr2FufxPHRrtjNXfgbBl9F6LEJ5Sq4GQ8cbkt+DjSCPBNq3tf/x1TW/i6cWW3EBf2Rzhntnwmp+NxEn4qZHUJPcrDcNzCwihEhGTBGSOjTmi1zD4ZA2h6HloAQk+HPtFfn1vqDQyGMfoqESolz3Tt+iVRot/m6aW7B6fbnlL6q6YvqmT3L448+D7g+xEGSy00AyBSZSz6rgJ4nv5AK1wcGYMHoKe/Jwlc7CcfzAgqWTB7nl44e7n1Z8/57LpSHhBG+Pzjt5PFk0BwCeiiqwLPLAFNwESj/EwzjP3ikpv7JG3ya2L7KXsFSmWqiPif/JV4uupkUgNb6Wd162K2Ive5oh0LLJgudO3piOvTOWbkpo2Z8rl4qvMa/4x8ylN8CtQsWIESN6/GOsfa6/TPyV3A+rC2u1ISN7QvrsPpbyH7xRUU9REPJM1IROuow2+YCVoc221wGDpucZAvHubDyWOzXDF7UQwDxcyLacSt5QOFSyJji1IJtz/w5wh/9/f4brSSwxReGi6GAV477GHLcAtnKgH2TOATSqlu1Zwps2sq1MUIlMKcAJgsYzlVtVCNAxzpsnuHJjxUQmDouxgeVDJ3eMntprfDQx6TnFjL1SpAuQSUAqDiRXijp4pxKAxECp+XeuAvUqgmRcID8GZcwtlJLIptKAQeUCopRNCLtLA3ofMbCv5I8jr6ml+roBc3l5t4vO4jAOArhQAqSaP/BvJH3mH+2N/0uz5sII6bAGr2VZpDSDGcM82TeLSKnGQ6rXQ+HnQ5n4mZDNyQJlSXfc94uCxyBlq028FZpGwNVKcJO0VDxp1f0xDrb2pJa61zR5ZRQViuXBKXmDIulDDH0um83J33T5gngeAnjFKphPUbV2Ok+Rk+PDHxNtfk4ePtIxUsnhLizhlNvNqqWP57fChsKYeow0NVxfiq44/xtUfo+/g4mvwUusxX7rZjFxB5HqKghG9GL+/+9QQxNi8O0VIKN4ch3gmrGOvaQi8RofMtMj3tWlOh11NYXY7QhxjvVEpJ34D8ld9l4nis0Lg4iqCvA58HAoFG1xZPQRC4e6EqvZb82m4DLGGZHHmRqwHSaWLuAIgdSb0f5O+lKlW0Ys9jV2ilTtcKlBzYvm16ltLb5aRWlUXluQwLlW3Ur3i6iYpU/Dpb8ufO3Zq9chxWslSFLBBviy2itTUVtbfZXWnJSZ/P5qSuHnKbZqPge5DeC5KG2kt9XK2qkJHLq8M8M0wq4mVNxLxNwHpF2XILHJIOLrsZy8+GCOOD2Hequ/LU4ZESjo/FuGtBA+/H6TZeFQq9cYyDIwHm1Tyc7mARInDR7MbawlMYGQuw/mKIci3u4sJpgmqhcEu5hX4/wqjv49VyCaHfzYV8Pk77HsZGTmFK/0wAGZYE7J0kR8ZFk0q7uYb0o5w0BXNK4Y6KPSel36q0nOK5k801pgn8m8DSsbk20t/kknbhkK3b1YPiLmPsqsjNA/TuEznJbrZozPV1rX+WznruN4V0tmg+jiJ7DjQgXewurcNlxhIIBFi56Xb0+6OI9h3HZ6e7Oy2Mhz5eO1TGzcMtnKwE2NsKMA4fge/hXFzCubGuVveTxEXPQ9WP0bgMBm88DLDnWIDblzbwenil2RiFKhTmBzGWBSE+Kwc4WL66DNAFz8Ppc6cxZd5VrVbwI0HXZknf8wtLowUgWakFFVeqCJtJEMZWkwJT2itts5eqrxrGKc6Xpt022Doy1g5uIb3Dyi7agNWMU+q+q4DlyWmak4QzKkVZTRX5DIVx888dp+Uiv1Iu3TiWiyYwMm+tfeyGnknL5qwNd4LmhIZxNr3z98wdJioHnGlKm5IvkRWpHTisZ9EF64BRblza5WV0CjMeGcsS/Q5FzFqoWkvqHt50P86OP48YR/HF6W4rW/t460gFS6aG2DGthVdb5a77JsriChZ91WuZDE4rD9NqEY6NXR5btGm4hU9UBRfUlWOdBrwYt5QbGPc9HPI9PFEqd12JfjJYq4ChmYsQhcm3Jw1bondBWNgll4p3y4xNuC1679ox/m5ZaV1FrL09J2evEgMTsbAsXB/StJXNtZSevqnkRDPW83ZJ7yAZq/FspwxJR3MLZ8jg5gEQ6uDEITmWptBumt3iYby4nhZ0LUDabwKtGXi4mQ7Ux9pCmCeBQGCwdtsuxKN/j0YEfHWu++UfOlfC8dEIOxc0CkyeBZcCHzmuUy4BtVKMI6Fn6Wa5n+lLx/JyhEVBC09VKogzC6aKUlgWR5gbaXEps2MUAjgN4JNSyRVgLxHXRRHuvH4jps2ajxY5AxUIOkD3dJ5KPuLIlmhp1WgC0JqXRa8U9YofAOrj48mVwG4SvSqku+ExnY6UUKK37XJWmXaZHtvz54FfXWIhOUOTWKE+klPjpAWT4jms6PwkpKXJV8KKLmCi0qrtDufNe47Lf4dBy/epkuoA8LInwzhNoC9UoKvF7/eE9y6vDeZcES1ZVCqv1U6W2jO2+dQZxTL7atSi9zB59xau2ogz4x/jq3NXxvXyWBjgtUMetg03J078vcb3Z/EXeB5alxCnMItNMxqoNEPcm2FeFVJdEuUB8BRUCVC+y0w6DH4cQQWBdTKII4TKw91NWrAoIIwABDh4NsA7rRJcpcQYG6Y0sXWwhb1+YmdHi6hRz+t4QTUnDLFreAXmLFyNVqjM8+8HyY5Ial1n/xrLVqYLFGcYD1WwI5KiaO4pOl2kG+X+ZfxUgdrJ0+h+xHzOtecWz0/KCVlIs1JJz7m6nqw+pe+w9/Yxn0sNG0Zl6OeJpqhq2WbRjBVe7OqQpT79iGnLr7NQjfQSIcyTQCCwsGj5Crz/xpvwUEP3nQgQfBy5UMbyWgsHGldeOfj7gyuz4AqgUL+Mon3EqDVifPAqABQvmnv7FabeWMGeseqEZW6b0cCL59unW1dtwAvL2DfazseXjz0jNayIm1hbSuz1PC/5YFd7YvypUkGrzQLKVwpzogjL4WF4cBCzZizEouvWZxYRAkHn6NriqdlomIeRfDKVqsmLE4UtnSZ5KSv6PAXxBQDPZ00pYAF8xvrwyd1hBwqZmsza3XhEp7ZoKUn3w6zAySs224/mwXd5UNq2S17FfgsuT/gJm0DQmcxFzm3EhsWw99l5o5z97CLBJrfBpPtEY5nv/dWwgJ0yb7ko0kOYQL8gX5ApPM6/YPfbN+xsPitEyR0/To7zXFs6Jn0FW0LLb16oyyoFyR8XWwFuu/dhVF58FhfGQzQjYLTh4XzDw7lm93ShDp33cWt/C8ebIS6oH78cdyzycUspxkrVQACFP0UVNLuk6xOoS9+2K/kxbp/ZwMEPJva83D/o4VRrksx0DJSg2nqa39uo4oZqE9un1/HK6aqJjJCHL3IWWD1+jHvmNPFypYwLOWO5IIqwY3AWFi5ahWkzh+EHATyPArjXAQC+3u0wmjwmEgQxNXaZRq+HfnkCAIVMMYHdK25E7KpsTsyoGz+LLAKGT1EneDvJY3hkL5aJySmV9bjo718Y2v1u53N+Istszsx5sT2WzZZdEKUn7++BNR/q/ukjwxySDluB1d3l4sc/YwkEgo7RPzQD9/75vwEAhM0xNMfHcOLQJ3jvo6/w8akKmrGHbhDgZ+s+1vRFeHP0xz8VjXk+/hRVUFExAgB3lpIvxFnloR4r1DwP78clhJewoCp5QOsSLe22Tm/g07ciNOsT38+BqT4OTtKtxIm6h+lBjONR+wX3x40KvvVCrJ8a4oNznbGQ47GPV7+t4I45TeyplXE0M3YrwwgPLVuGuctvB9B5bEGBoB26NmNFMeD5pI2frPjG64keU7qyTV7Opras6+1JTVPH4iQtad8HzEcS19p39oIn2s90VGuyzBOlsfe4o6hlnSb2w9Q8gbILt4iYOF+mBE5AUBvyyR1HYikaiElJC4qlpR/mXIozUVwnjA9rtuNOLCNj0We3ZaLpvBvOYtOxzB/VyUp/iim7Of6+LNh1+E6H9Ri67ssBZCUvm/Xk6ez7nd9wOkt+XMgvW0vp99nvQ9DXhzlrd2LXslGsPrAPoyPncOzb7/DWt5e+5TalEqNWi/Hm6MRbQJ3i+7wh09QP7bNRFb5SGECMEhTKCrjfq6PlBzilPLwflbDGa+Ejpa3R4hgrEaLHU2gpYHYAnImBD1UZJV8hvATzxZWDLZz4GpNaOAFApSdZsEwGX9dLWDE1wvGxidnKM6qElUETQMw2QgAAIABJREFUy/siHLjoo5OFeQwfL39XweZpDUzr9VH3fMz3fWy6fjOGl6xC+jRoximy9WjMfB0xxsk8RDZjExtdIHdfwD3DKWJ6r52EOamyCRnMxJd90j37EtNt8tmi3DBRxOoEtnVeOn9RhA1dY8zHx9V3c2YtNq8XfQvTNuo6Ih5nL7l3WWerntn5sedMM0UyJi4Q5kkgEFxtVHv7sXTdJgBA5bUnEcan8d0FH0cvtg/BkoeZfcChxk+bD4g9D+czQXSeVgHCyMN8L8bWUogzsY9dQYgWklAqX0Y+TsYefCgciHxM8xXuDFroCVv42quh4sdodsBAzfJDfPRVhMneu6DsAa2J0wFAPfbR70/eku31sQpWVZrYNDXCu+fKk24TkHzoY1Rw38KFmL14FSq9/Yj93knnFwg6RVdj26lYvyhmZWpL1UbCDZN09Xrd5Kc0Je1x1KyKmV+HVMWD6eEUSOhFiimW/yNTlkaRt2vyU0XxeGK7f457IKPHU0AXZc4xwqEYhgVixwX5HfaoTdFF++38vOPllntWJ8nNaXpO7Y5+lJd7GXayQonNOePQfsVJ3LbZCQolNw3ykksWIcZHSXHVaVXsPFeF49aEhQ7JffuZs4aTUYFGN0CLqqQnZSRz8vJM/Y5buszk+LrbHsTyOMaJQ5/i/bffwZ4T7XVWsih5CvP6Q3xyoXvBgH8MCPUNO6p8HI2SsdnH9bczQ3xMAceiANO9MpYuiTAzauLVQz2TqstHjETtp4NFSgmTXjwBic5T8nBOro5PmxWsqrZwy7QW3jwz+Wdjx7wKNm/dhd7B6fC9GMlykHR0uL4NTfCaWWX6tTyuKvixAftu5Bx1yjjxSSklkfS3hlkvZkGzURTb7XaZNPs8MU7K7LjYfqLMtK53lLgfqSxMfNSCyB/cYtF8a5g/p1TXk0w9yeqasWKZQuiMw+KzdQifxy8VP22xTyAQXBY838fwitXYfu/9uHXeOEr+5DbMKoHCReVBpqDu4DR8vBOXMR5MXh6O4aPa1wlbqNCp78yLLaDfm1gRPYtPG2VcUB5W9IeYzAbsjHKIFStvQO/g9M4aJxBcBrrGPKkodB5zn61MeTy2MMxY2+mTpXIibSjS7DdJ8hmmvBg/Vp0mHfsjkzy1KrPTKD1TkLWC8XdCe8Q+lyqS8yW9kif9LWMx0G4iMPvM+XKMM8UVzXkkVPl8nOzy8oooYm/4jr7j54qzgAXIXveNX4+kwcYXGJXJbgYPt1QMlsAIWW7bimLu+ewPRwIzkgyvIydmo9MiagezHiyQ1BiZN7H1KNdXy3tQuM8VOytiHRvK90nCNOKhlb+s9Q/qYQnVoTl46M8eBB5/Dq99M/G0Mhb66FHAgPfTsLS7WvBUjC3XaV3NrDafh5QD8pKnwlOAOjf5hU2pDDQ71Bc5fDHAwn6FT+oTp83iw3oZq6pNbBpSePdsvl5dyVNYPwSsue56zF92HTxP73ywd8mAWUmTbg8xxcbIjvG+RbEt87x8u5iQIm97ne5OuZyMQbWSvCtj9aaTwU9f/iSvZtZ4mcYaL85n5mggyLO4x/016nJz/faxX54k9ZFlf0ONjyqy1A9sPbkwLPwSpjC6TXr+YjpbAfMzebmQWUsgEHQF02bMwEAtYHo3Cr4HVH2FSqDQVwGG+kroLycfeg/dDgPzE0fg4+ny5JX4H/FDwIvBnRrmoVoDRjpUSj8d+lhRujQP3p82Krirv44AJUtBGFBY2hth05IZWL7xDlR6+o37AYHgaqF7iyfPRxrxODmVLmjNpimA/D1HWv22GnVdhmZ9tCJGSNIwr9ZI7vnyvcdW47lN53/whThZKzgOP0gSTzLwlW0Q2K11rTzg0Bfc4/bkNkEymGBuy+ejbHbH8frtoECfzGGqKJnbC+4bJdWLYxQTuyfkS4wzdBkTE53dLifLMgWT3PM2OgC5flxSZpUkNJ+1PTJNzOrX6by+PYaOPpjRo4vYdbc/2fPucbZuPma21Gfg2zGsfDaWMdNLKOsP13ejASpTZ+KBNRdQ66mhp+KjUg7QWyujr9qLaYO9mDmzH729Pfhs/9f4w1sHEI2rS3jIJ0Y7q9Ju1vJ9Q6dLiJO9PvoHIoyOTJy2t9/D2Y7XQT78WKHmxahfQry8I80Am4ZaeOtssiNR82NsG+7BDRtuxtDsYXiIAESTiiQRRUnjA/LrROyHsZKlSUZnKJjfOntg2VxKrw6b3iZCuZSMXaORWKVHmokJSpmFMjFO5iGgudDWG0pVohhzZnRV7TbHUb7T1Pwxtyly/i1JVY1pLrHbAvIpxfTM3DiqOXsopqr8UTWMVEGsv04hzJNAIOgaNtx2J7577zE88OB29JTST3lzLJm4evqShdmdt67DlvXX4e29h7Hv0DEcPDWKD043cSHuzExdYKNTR5nnfQ+z5voYHZk4Y98UH9+EnTOFn4wEWD0lwvuXELT4i2YZQz0N9AcRKh6wY/kMrLt9F3z/p+SVXvB9RBcXTzEMW+JQwPaL6Ui6Vsokb4n2Qov2ldliM6+ktrBZ4OSHO3lm+ijUavKxQ9YHJKk3tQ5XiUbVeKClYnIYHYcMsPeXXeSzB/x0MXfENZicbqYWWzFPyXUJmFTBmpTW2Eb/hut4KXYzGCNHe+JcD8kv0MvhfQPaMEkpLQQgew9sHQn6QJl4clwhi4pxKE0UP8jcyVaBblSuFV2mLm45lFeXz/QMzHkjuWqrGoqyTrp8JR7rMQERrM3YBzwfZ5o1HDztYe2sVGKNtCVuXE8swQ6ci1Eu92PdhvVYt2E94vpF7P3sID798gi+OjuGvaebOBVezkJqcquIW6c0UCvZOYr4BX4+YUG/Xx/xGAlDHk+CXS3FMZZfiLD383TubodqLzByCY44106N8Erb8CvtcbAeYMNAAwsWL8PKzdvheZ5mnLK6gMXtJ8apKE1grM20H6hJPjtezl+T04Oa/FNNuzR1reMU629roC17M5N0xtLVbn/EvyXcijC9YGc37JgzoTtwd5nsYz4V8pZy34BgrBj3C9gOjkdxhnbrj04gzJNAIOgqtty+DW+/9jLWPnJL7vXRixfxd3/3KObNn4ett29Bb28vBqolbNmwGtvWLUerFWLfoSPYs/8bfHP2IvadauCbujdpNwgc08oKG4ZSxiQ7EVfCGG+jim8vYUvpSmw3Xi72hCXchyaerEzsePS+kSa+eGfyPp6S73jn4xR5HlqXwSZehI+5CxZj5eYd3YqsIRBcNrq2eCoFgYkBV+xF1H7ys1uPqRoF6ZnYM5Nhe8xpW8fFlRJ1em8SM5zZT51Al8dI93Yyj62SY2NFaO/Xcg+oVilmy5czMbyp7WcPruul2Mp/Iou4JFH+Kt+wPnwbn7EhXBpULBYUkNF5MsyRb+XxmP5YYXwiZoaWWlpQV/LGy2Za0v6RNJe/N851fThFya/nSUA8Jh1Zcjr3mVdhjvP3913GiTNamXbyvR16rll/uL8Uso413s1N3Voa1mzAqOrH2THg2LkmensTR4X92vVQY6yOF19+FTv/4j+gXK7gmXc/RBi2EI+PwPM8/OqB7SiVerFh9TJsWL0M9bCBb749gXf3HcbXpy7gizMNHBhVaE6w2Mn2cEGvh//ll9swpb8/6ZefsCCVWgVKKTz67Ev4+wPf4Uj0w/8yj3o+zqgAg3GE837xFlspjqHOKdTHJt/nS10rXo5JgA+FXXN6sGrzDih46fvCyIN8i7j8OcIwz+y8py28vCIrtEKNsjRd4Wi2I9/zimJMMlknm69enKeYpdMW6CY6/qoKrBJ5zNbCFWsmY5GbRecW2E1JEzILbu5pPP1O5rWJp6FvSMCu58/7lwphngQCQdexedtO/Gn3v+Chhx9wrs2aNQNnTp7EnPnDWLHuJgBAfwUYv3gRT//xj7hpy2bMWzYDQDKJLhqeg0XDs6GUwokz5/Dex4dw5ORIMiV6iZiUbgskx43xcfzV7GTFVvEUKpX87TXP8/DInbegv2cPnvnia7xyMc4sIn+Y+DgKcLvXwjOV4mXLfReaOPTp5FknAMk36BKG5nIIujmlEDfeeKMJ3isQfF/QtSeyFabGpIqzAgSuh2Jdox+K6Jz8tlrJfjWFE6rovd4wskV4r4hhYmYN7d59YmkcdoYJ+6lVlc2WpCt5zjAV74M7wgHsPxxNmAmEgaL+tc+Xn8tjDoDSyNZUJmPJYibJGGGBWW0B8Mr06NksBveoy5uYsiZ8H5+3nhSTHAUkJ7ZR2l7SUdP91NJPxOp0PI3zP9hwWkRP4QPI+2tbyHDrlexiIbnAC84Rdbm4zrL47DzpG/rs2UlDZtF1+7kIFYCgBH9oCd767DTmLliIG6aNJtficaxevRy/f+5drF48C2ebyQJnvAWg0odZq2/G3sMnceN1yeLJi4lBTt6nWTOGcP+OIdSb5MvItnSMdfqspWtNm+63Glr3JUwslnz9CMZRjJ2b12Hd0gVY/ur7+OPJURy/lG287wnqno+mStiloiDDsQcsXh0AccKGxsyg6tS3CudOt2PBY8woxRgIIgxUEkbIXsCmiUtxhDLKl7R1N7cM9Eydh9jsCvD3n+bgbC422eu+RSyWG09nnFkH5Hk8tNLlxegshv3+dc7v2d+U2P1CFCJWRWNl11Hsv6qoaXwnJS+Jncatk7M/+SOjjN8nZ3uA5U/L8Pizni5Ikjy5NV06ZDkvEAiuCG7YuAnP//FfMXfBQuu853nuRKfR09ePrw58cTWa52Bo6gD+5sE7sOCtD/HUwWN4q66KpZTvOQLPK1w4AcCTU2rAlORvP45RAgyDNy8MseBiiHOn7TzJdzEG4GNqEOOGwSY+alZwPE6WSrkfUwA9LR+b+5r4dLyEUAEhPITK01FeckVK3NLXwmgETKuV4Qeljq0IBYIrjS4unjIx6QtiuRXFBrL/TP5oNRNxgfROaM+XGCcTbssI5mQxYZeX1jDx25fqmeRyYyZFyjQxizDWYWqLr6XgmEXtzq2B1z0B05SC7d875ebl8axrJh4Rp7mYBMMtK3ymA5NKB3alFu9REC8qYtdpPFIDiSKGBXZbnE32bNW2bh79RuRLjHvgBkl/nM3R6fURbfdwqcrPY0XzhUHHj4mrGsD6X2SVaUw8M+fMjaZRtnUCYibtpuQN3SvbrxmxQjFsT/oUI+/MWIC5y9fjrXf2YMGO1QCA6bVE36gct1CJG4hUwjxVg6TMVm0QZ8+P4vhYMjXN70/Ok9NNpdmAcjk5X282rLpDbdUX+al1V3M88R3Xo6mmoKxjEOoYm+THxoMHz/Nw3+03YdXi4/i/X3wXL4798L7aPSouZuJzEPs+mpnjMpArpocthVIJCAGci0poxhFGYw+jqr1W0ygClOstDFdCVHwPFU+h5CXPiY/kuYuREEKhAr4LS+jxFT6rB5hZaqJaCtFsJgrwAaN3HWYiB7Tl5+t3oqVjNJLfPfq2tNj7T/m4nyMeDSFvpL2Cb8FE6kNe0YkinUarkPaVmPl9gpWowx45JH9xPXSGLHZ99i0o7gWrkw+umVtz+lakD6tB34SUMevOOy3Mk0AguGKYu3AJXn3mD4jjldZ2Z6zi1Gksw/IbNmDP+x9gw40br1YzHSyaPxt3LZuHvR9/gzM/sC28OX6MY5dh3fZ5pYLrFrTQe1xh3pIAtb4yar1VlMoK20vAWLOJZqTQ44VYU/VQKXvoq9XQV6vh3LkzOFpXONAqIcy04VtVxrfNNpUaxNje28I3rQBnVQknI4VmfRzwJ7YeFAiuJmTxJBAIrig23nYnXnzhRdy18y5z7tZbb8WTTz6FJTv/ykk/a94CHH7lTazbsP5qNtPB9pvW4LOjJ/FPZyb11f9eodIB85SHz/vK2HpPH26/725Efq8+myyGKoGCimOMj9dRrtYQ6s+Ir1mhiyPn8c4rz+L9kRhft2xWasCLsKbawnehj6/CMpSzyPPx0li6UPq66ePbr7/C9MVTL6s/AkG30cXFk0q3zmKbxi8y/WfZWRIdzI/Cs5D5P9VhtowmKLpAMS1vt8NRcStw9ukoSpNCmtE41NsgpLMcM0rSLRKpczVdh7NDxLdCPSt9qszLFY/pvFu1oZZ5SBhjHsuC1xrlR1vDMmABNlOFYyovtotBxpzWbVaSZ6J9Smc/S9fJOuo7Di/Tusl5nG+eNZ2A1U1bA0Zx2lRObjJ0/nTfl7UxLS9iyvMx60cA2p6y+8G3AQzyd8gzGfNo7sC65rSFbeMaFxVMuT9VXqftOpsep/L6BqbgyHgJ+45exKY5Sd1LZvbg3q0b8Pwbj2P7zl04phXHS7qKZTffg3/61+fxX369Iykrqut+6ifGZ88obTXqm1hvtTJDkBRKYWR8jxSCtTPQMFkcVbVvJNr6i6MIW5YPY/c7+3G8zdbUgIowLQAqvoey5+FoK8b5axSzr6IUrlMNvOVVsTRs4bzn47Tvd6y7tb9awYLmONarqYha9nb0KA2tX0W9hUzZ+rd3Fjbf91eIn/sX+GdGcDgsYXYQYcNQFUsWrsTC627AyKmv8earL+HVRs1iqDjOKx+ffboXty/eYF9wtq+L+0LPb9hI7nPYTH49FqaFF5aGCNOGI7S9y1y5eE7O7PvIXyr7kMPJV5S+TTwaxf2hOGb+RUXZ36l0+66gDzmDboIue/acwbcCnW5xJ8d8a5B9L7Kf/XTrNn9QjbuHSydjcyHMk0AguOLYsm0HXnjqcbQWTsEtWxL3BMPz52HFeA27n3kKq3Y8YgkXff0DmDV3Pj759AusXrXiWjUba69bhO2ff4XfnwsR5ixABhDjb5fOwB0bV6BcCuAHPt7/7DBeOfAtdo+EaHpXfssvUArzvRDLKj7mTh3CtL65uGPuXEwZGMDps2ew7/N9ODZWRwhgSqWEwd5+NC5cwF6lcNAv/gS0uHVmh7j57kew8LPXcPzkKSxbuhTzFi3CWDgAAJg5byF23P0gvN2P46Xx3jYOUD0cHQvRHB9Fpaf/stojEHQTXpG5YkeFeJ76/duHnBU8rYDDKN+VvqXsx0kQfaJaSV7uVkimyVwKhpXRYTS4El2bVXPhSEwk3ZuqbEaCK1Q7itiZUrmTUDewqd0I7g6iuO22dJS1cuKrfkdHseC4CEUOPHPPO+e4lFRUOWPJ+HgVKRxmkCodMjnRSEt23anURMyq/VHhoWLaGUpwBpC7Byh078Gke8U+bM77kPOUTvhsUZsmCO1BbgB8rbzdIueSWkIl9q9WS7dfIq03dO7kt9j79mu47/a1mDd/PoardZw8dRq/3/0uHnzoIRxpJAxU3asBAL5+5VE89LOHMLOW1NWkYKeaeaJRGNVK4YZVyvSxqVmosh5Dcl1ASSLtwqCnltRZbyRK6NVq0v7R0Toee/U9vHTsLD5upoYBgVL4q5k1/Mdf3IUgCIxpe+AD4+MN/PHlPfjt4TP46go63+xXMe4bGsDK1ZvRP212xjGg/RjGcQQfCr4fmLE5vO8VfHBoP96sVKyFYV8cY2ocoxpH+LPlK7Dw+lsBpKwpWW8Qy0d12oq4xEbbfQ/0fYs0ezN64jBeeeVPeK1ezdnCS1BFjF8tn4MNt96Fht6ACKguwzxmc9g7BPSdGRuh6Mf6PefMusfK8qjNui8Rlau/Z8Y1Sw4D4/xlv5+FRCCru5BJzvluO1Mmb59xVmzPZzy/MXRijJMbeqb4uU7ZKzpmawNWgplbueL4hAOWcT3DmH+fCy6siF9sWgzlbi9NGsI8CQSCq4ZpM2djx4O/wBdvPYFGo4HhVfMwc8Z0bN+xA08/9TRuuOsRK/3AwADGxsaA2qXHRrtc9Pf34i/v24bbvjmKN/YdxJdnR/HuaBNbBir4y3tuMYuILHp6qvjlPVvQfPIN/LfD59C4AgzUAoTYOTwfazdtRziBxZvvB2nsRo01GzZj6fKVGH5zNy60WmhGCuVyGcvnL8SsGbNx4PAXmDl7dtfbncWMOfOw+aabofa8g9cu5t/jBnwcPPIN1oYtwPt+xRIU/HTRNebp0Tf2mxV+RUt2oV75kqPLgHRktHJIs5Va2/hGUqHVsS7bmGyTxKmlHb6MJGlQz1ERuQUw+h06XW53Oe2VPyYTMVPpsV1OUfiS5Jzdj5RgsVf5E90lbj474d5yW+RTKFzycKQDXorn/JG5ynqkmBuHotASfCDaMC2F0El9licN9FvAZnFWzJRHko5mPR2dOOsovwyHrrKdY5KUzAMneywQ8uSemPbMk2MWbBz10fnkdBxpReog+egFRtrU6TPsWI9moRTILDzG3rdewQ3DvVi5ahXm9zRx8MvD2P3el7jjrl04HSfbOxU08Oxjv8N//PVDqNVqmNmXzCX1iNqUHI+MN3TTA3tcADS1Q82anhyq2kErBYwltyg9WueJnuuST+mS66Fxmgh8dvAIhoamYHjOTIxcTByARvoJ6utJFwGeAv6P376AR8+0JvnuTQJKYX2gcMf1q7HwusQicVJrM4cRpeeVJ9TMkh5bYlwIZNpfonG8BCdMNK+34qSst578B7wyApwrCDzc48V4cHYZG+/6C902ej/ydATt3Qa6n+P6PqWvVv43hAcAd1lv/ewZJip9zotUsdJpKp/ddnRaucsV0jd1viFpvydy4pm20/42EJPohmWxizM7Rh7s/GjHZtv3oPBbaKZaGh97N4CQqje57xJn0vj95Lhc5umHZYMrEAh+NFh38zYc3L8fofa3tGzpYgxMGcT+zz8zk2wQBLj7oUfw2B8eQ0Nvp11rBEGANSsWYXjOzAnTVqtl/JsdG3FT7fIXTr5SWOm18G9n9OLhm+/A0uuvrTViN7Fu0xZsbKPSNK58fHJ6HOdPfXf1GiUQtEHXtu0ihdTDoUcsQvJLcaXICq+pmahaNdWJoFXj2Ni4PkOME61ciXGaCJqBIgsJs7ItlrZTCVtLHCaJLWmYEph+UuFGtSFRbBbFY2t2u1nUb97KBLERCuw2+Yx5oLYZgSaHkCi2PnCotLyWuhZhjh6WZ+fLMZ9OiRSb7eGSmsMKFjItBdRUrt6VnSX1CellfxwWsFAPi9oaM9Yo0yaS0lO/ovnsneLnOTlUGPTV0XwoSOemNRK3bn/Mx44V5fvJe01MG73+FK4lClNmmZ6VWknrLkXJWDUq03EyGsQCnAMA/GL7Wrzw8us4cWgfFi+7DqcbNQBlLN/+F/i//vH3+Jtf3oWBgQFMrSQLqZa+SZWS1o3UzEW9UU/bqe9LxKwsqZ+lEs0VkS4rYY5aWleKP5ux1tvxlK37Q0xbhb3vC+fPxPbhIXx04PQlKZCXlcKGQOG6mbOxfMUG9A3NhA+FMHZJ0faw2Q16Lkl/SLHrEb0RZNnInoOmtlpL2ZK0b75hKbjFLmWx342TRw5gykAfMDKOInzaKmPVpx/gxm33pyfz+l/A8NF9ImvKia3B83cQnPO5ORmTVHDf+Y6AmXPYHEJQ6QfAvc4d4xJDzAIhOwZtJj/fDWCH3IlypmpXr7U948SRni54kKkvfK5m7cg7jmP7+Z2MY9XJQJgngUBwTRC2Wrhw/qx1zvd97NyxFd8c/tI6XyqXcdfDv8Lu5/6EL788lIkq/8PAz7ffiHumlNwP1AToUzF+NaMPP7/7F1h/8y70DU3Mdv0Q0Rgfx9GRets0Ch6aYdg2jUBwtdA15kmpVIoItcRG7A9JKCY8CfneyeyVhzpYp6OVP5Ff+wKkPocSacOxarKWzTmdQY4reJJYSSDnwgUr27AH+ockHxWlE38axJH5QmKBYZ2AsGzfutjPk83kTGYYuWBhfHWYM/zDlc8GpUSU+8HgkgrpUaT6Bva4pBl5ndQkLkax9NlymMTp+nnRTIxj8sKZNZvWM35gTBPdNhXtv7vSLpM4J/DR4t7XyTBOrE1sHExTHYmb6VmR9RXzyZJVpK5rnaSoUsKbLzyD6b0+zp85g7/99Z+hVmuhpzYIAGjgAgBgijeOgdZJXPDmAQAS9UgPS27/JfZ+8Qne/+Rt1MfG8J//OnG8SY4ax1vuB5ieNdoejFtJP8p6fqqUKISEfj/p/dftjwynlpwnXSjqZ5nShbZVMZAyBT09VfzVjg1ovLAHz12IJvUiTlcR7p0zG6s37USt5CX1K7sOTn7mllugwxLz56DIlw4rM+bPqJ4IVZQubGLynVaenHx+YbSOz0djYAL/WOfPn0FPKcR4Kym3TI9u5r1KGRLGCDtjY4cbSnWkqBOccSLY82C21PR+sLI4y+Wxd4mx+06McXbv0lcyndeKArU7OriR/TzQvF7MDhU8q5nqYhoLptPljF3+58nkcPVMWRu8nDZySz32eLrW1d3hjIR5EggEVxVBEGDZ8hX42a/+LWraPQDHzl13YffzuzE6cs65tmTFamy7axcGh6ZhZOTClW5u17B04Rz87a6bcN+APzEDpRR2Te/Hms13G8Hix4y+3l7Mr038Ofqy4eHUsSNXoUUCQXt0b/GkklWmUipZFnoeolhpHQ8PgIdSqYRSqYTeagW91QqiKDT/oJIy4lghjpUpy/e9NtJ6tn4FKIUoBqI4kSKTf16y8vSoGUnbPN9P/3mexYQEvofA9yipaT883967prI8X6+4k3S6K/D0f7pppk+e75l/QZD8M5VRVZ7S/+iSz/551r+0SR77B+sftS37L3MLk2N2QcHT0klygeczjY6VZbpjngc7VSIQ6ELMse8DfhLggXswypd89HkaXH3ow36ofSjHRJvSpM1NMvu+r//pZ45VnfbbY/9sOGMcp/8ygwOo7FgWjS3rNd1v6rdTKTuf106dhvobK2X9o4eFn6fxiuM4+RdFVtBUut/UlHQ80zFttSJsuPVO7Nn3Bd7ftx/j4w2MjzegvAjKi1AqByiVAyycUcXf/vXP8fV7z2BR/0VEykOkPATlMoJyGSfrFQyv24onX9yL4+M1VEoRKqUIU3rKmNJTRhCUzL9mq4Vmq4U7FOLfAAAgAElEQVQwjBCGEUqVMkqVcua5Tp6IIAg0W5b0gN6ZWMX6nx4fM9dEiOIIzWYTzWYTZd9H2fetupXnJQy0vgWL5s/EX29bh0Wl9ounRV6E61duRMUHyp6CUrH+R3Ms3VIzYbjSetEzokFzo+/58D0/0z/9sJoyk3/8feGTi+cF5l9aZ1IWn6fSx1MBnsINW+/DPK8Fr+3TDxyNStj3wevm3lHr6FjBM3MJPXMqjhJ92zjWLCm973oTRLef5v3il1BfMONK45D+mb7XCpb/J6dM/a1Qyvpnxgv2PMnvJaXPvp9pUiqLzzG6Ti8hxtIi7efddNPk4/3mnUoTqziGimPzzjgjqJ/jzI1j3xo2bmnGZM6CBz/zjU3m16TO9JVIvtOUls9r3YIwTwKB4Kpj87a7cPrEcTz15FP46quvctP4vo8b1q3D7meezd36LZcrKFfK2P/5F1e6uV3FssVzsb6/vd+qGVCYNnPuVWrRtUe5UsHw8AKs622vy6bg4esLLbTqYxOW+dE7r+c+NwJBN9BlJ5l8X9e+SrolLa3zE2aU/zxmAlAuV+hCcpYsgPhmv+Orw66LkPr0UewXmVh8tt6N8W/C90x5lHVjXWg1Id2DpXS6D5Glf8P2413HF1bdridp6gM/bfe/4JZYZ9PtZ5bX+BTiZeTvS6d6OPZ1ayLjty12OpDb8iIfLMb3EKvASD+ZtsTM9NDVbbPLortNuh7OcYE0E/N7mW24PkXx8rhlH9dVU+bx4B8Dlfl/9vngz1MGpNuieH9gHZsx5Mp9lM5xDulZVUeZugPSadPn6hGwYuNtQFDCB59/jBf/2+9ww8ZNWDpvFirVKhboj+jm62dg+ay1+M1T/4Rd9z+AM2qariOpZPra+/Dxnndw9MRe3HTLrZg/kOhXloN0bvG1j6lQW/mONxKdzIrWeSL9nEYryUt+6kg3kfzTVctVnT4ptz4+pq8n02hJW/yRNTGQGf4g+aNWKiEIAiwa6gPOnSuUhH1PJQ91xK941q/HTtukY3sp2zPznK6E3kEWL9D4y9H5nOVN3nOuQXpg5QrppdigeJDjrQDXb9qJE9/+P/gMHhpt5PpPGyVs+PxDXL/hFuOpfM+rTyMKQ8P+1MfH8NWXh3Hk0H5s3HwzFi1fgea41kn0KN4ltd/6yfSnKAG7mp3W2Hub/RpYec00QBOYb6Wne6OYpRx/xzi5xdtjt4WOddmePXfw75fHzqeH7FuEbC9pTszX5XKC0RZNV6wR/GnIft+NfzmyivXJWhh2W0ye7hibCPMkEAiuKZZcfwNuvuNOHPnqEF7c/Rw++XivdX1oaBD3/+znePG553Lzr9ywGbPnzsPzTz6BD/d8dDWafNnYvnEFNrbz/WS2x35auHnbDmzua/9xq8PHGGOeojDE5m13YsGS5Sjrxe/Wex5CX/8UnD55HG+++PwVa7Pgp4kuMk+0l5xdVdOxLf0T45R17plauCRNIi/kZS3N0Yq1WU+sdppaoqlqH1IkHZLUV9bltExcPaXLTSTgICOVNZmVQct4Ps9nedJldtESX0sHVKduWxQbTzhpHsackFQUMZ8dniMGsLE2FlP5TePetLMluedtacGxIjSV2umc2FROlTkfgwJzMR5/ydF7Y/ncWIZmYKhx2cxWUakEyiRtz77Om0CskbEadRjKnPrYWBrpyLBdtpTf8aYDlW9M+bN1M2+9BVsaRRabXIjm40ZCJRG22dr4bSbfQr7ueFibgWWb7kIED98c/Bz/2z88jVt33I21s5NYd9cNtXBkuA9e/Qx6+/ox0kre76q2lBsfWokVW1fi0PuPYcrM81i9qM/UfXqMGG/bzL2sPYqP1HXsO5UwT9VqMqcQ81zWfp987VG71UrmoCBI0pXLyZwyXq/bnQVQqSR5mzo2Z0N77V40fxa2z5uKz748g/EcH0ANeBj0L+BENM0eSyaip3OKfjcz95vmX5chTBDRPEwSOys7ZvfbPK0ued8GnInJB8W8qwwtwWD1XcxrNvBtq1i2D/xEk5Hm8aFZ8/De669h9vBCrLlpK8qVKiL4mDI0E2eOfobx0THTX69Us9qf+jfTTAyNKaNBHGbKzFEW3cdayplhO505zxnoyH5/0/mwDaNsSmaMEsuSWhOyfPkkWbr7Q22gZHFKi1IEhPSa/U2Fuc7GktLztvG28LkXLrzAZu94Le439PIgzJNAIPheYcGy67H93ofx3hsv44MPPjTnb7tlEz585622eWMVY9r06Ve6iV3BL3dtwf+6fhh/Mb2CRUFsfRDPKODs6TPXsHXXDlt2PYK11aZj6EHwoFAKbLn/utXrsGnbXQnzVEmdLzcbdZw5eQJz5g9f0TYLfnronp+nzP9Txim5RqwIrYhjdj65loD0RxRsJoniUBkvvqWy/k2kKtJXqGlJj+IutbR/mR6dLtar5aCcBpikFSsxRSQdhiHz28N8LxE4Q8GX/GnsJ7bBmzlHUeKN/oFJyzUN7DKK1BryDG+yv+yq/j/bn7aupvfP8c3hNIKJUW3ETievyj/vsjs205YpUJ8v2sDP5nUyW+eLQnYV+YWi6Ot02U0H58Zw6SUoYjsJiusp5DNs6T0rHvzYSZyf1jzf5KmX/LQVsIamfEsgN9SaLjPJ09Jx54i9qeiP4khUw5rtP8NHrz6Bwev7sanvAsq9PaioMQxWmjjbSNLRO1r2Uj1KBWXVPVBN0pwLkzykRzI+Pm61heaBRl3rPmnWu6GZprr2IdXXnzAXlQqxW8RY6KNM3aQe6cVNGhVzrVot44E7NuJ+pfDFoaN4Y99hfHNuFB9eaOFkFODl11/FLfcu0wWYEgEAUdTSx8XyL73PhnFhDAKh6B10dX/so8ltKhJzYipjZdsIfIWgEmD+0huw9vNP8WHDDQRc8xSqvQNoxUBJ65KFGf9QPumytRqYOn0G3jt5Dmu23IVKNblvjRbFSWX8rtMke7z4O5c/DpytsstWjBVJjxirx+ZWVTCBZ99v2uEpYnV4E41+FsXNjDnbRemSX/Ntpikqu4B15gLdP63raCJeFOjummeQ+cMq9D3mdsd8v1M9KTbX0q5O5CgSXhK6rDAuEAgE3cOS5Stw+MAX2KQtz5YsW4Z9e/eib8ktuennzp+Hd958Cw/etT7fNP57CM/zcN3S+bhu6XwECPHl1yfwxEt7cf2K6691064ZVqzbhMD3MfDZh3i7XkUz89mcHUSYOn3WpMoJSiXs/NmvrlQzBT9hdHnxVCDJa8Tc62oOSJqNWyRZ6X17Wh2Heg2qBY2G9l5OekqRjvTuUdwljabOF+m95EqmEaSXUB9PJEvaOm3Rni45qVP2ypwmZ85Q8FEoBbSyT8rL8lZETZstbuMjhVEmpPvDaylgWhwWjOknZbNwKYjDtIRJBY6A6uTIO8o/yX17eA5rxdgsrhTErTDbgg9OkSxtMy0cafyufJrPN4yrW3ORXhH3kpvGduTSoC0F8ufBSHZtx8OIlLn9ShudPJyGA9USatG4UJ0BVxIDELEGGX3AiN4p21v58OIleP2F5xAECwEA229cgscffwaV4XPo6e3FWFSx2lYd3oIL3x3F//73r2BwaAjrt9yG66Yn73V/Lfk9N0YRDzQLrWNsmrbpd7BprNDssa2P2xEUWpr19gN+T1L9ztMXLgIAZk2fYqXhOiKxF2Dxwrloqi8wbfFGnKvTg6AtiCidMYwjybyYDzKvCmM1wM8X6rzYl90aijKmIGnfLwUTpNTplY/FazZBqRDRoS/xxkh6bdVQHwZnzDF+63iBntZd8+PkPvX0JxGHY2PZnCibNxp6Pia92gIrLMfvkJlL6R3Le8NNYlaG/e0ogtFbcgbKZr2stpl3f3KMsimRrKkZc27moLZMG2uH4mNjP7ds0yJtG2ujR/EiaQ7m35SM49gidor641j+SWw7gUDwY4dSyvnQ3H//Trz18p8K88yYMx/b73sIi69bief+8FucO+t6Kf8+4/33P8L1N6y/1s34XmDF2hvRHzUx2w8RQGFeEGLpwoVtFx8vPPEv2P3Yoxgb/eF4nxf88NDl2Ha25OUo/DHJx7pKC1C2yg2YvhStOEkYJCbJWF0Z4UHv/2pdqUDvz9KKNrtXTGVQnRXtY6qp2azU0oV0PfL3px2dId2mKLIlGktgp71dHu+PiXnOKpeLXM5kQsdaqlB0b5STQnG/VUXSU56YZx3nT2hcLWfyOa1KdcJ8SSQ2vmi0ZD4pJorVqstIY7RRE0jaZ/eGnsE4fw/d+B/J9IGrv4GxV2mzVfZyjv4J8wvD9BKM5VC2e0UMARtj14+P/SzxG+kyUe6gR9raDH4522w3nW43qVNcuFhHUOnB+Uby3s7sVQBKWLl0LhqnDqE5dTUAoKZ9u/hx8r5fGA8Q9EzHLff8En/320ex8+Ff4cZ5yX0a6tdlj2m9Ka135WlWhBhnillXqlB8TPY+e2TZm/Q71HNNpNLngVjnwZ5eAMA5zUBNG0wYqPFmkqe/kpQ90izh4DcnMWPjNpxvAIHWvzT3k+4VzReF7yJAg+ymyYfP6LDUD1hyolqxY/rROIQ0f2YoeL64obQ0d5q4h3mTAoCS8UFUxl0/+3dY/91RHP/2K0yfOQcz5i8xrB9n/8fHLmLxvH5svvUW7H7uRdyx626caZC+K30LtN+uSpKpyWMSFuo8MlbFOmt6rs8VzGyMzSl6D9rdVat8lVcAbwOd5Ywj+e+juceerxyfVdz60LK2IybIfk6NnqSZ52x/X6YOtoECFvjbHOnnPmspTFah9JwaXTbzbNgW9/C6E+5ImCeBQPC9RalUwumTx7Fnz4fW+bUbNuDg/v0T5vc8D7fvehCvPffHK9XEruMHoqp11eAHJUydswjX33gHZg4vbcs6ffzOa7jp5i0ol8uIwlA8jAuuGLxuPFye56l/fOWzvPPJb3qGp0j/8vNTpCCJNJF+UjanYP1XwNzQ6azfoIj59ShpSz5a5ZZ9e7Xc0BaAvpHA9N556mzI+vWZx15rTV3g4CKNaG833J04WELGDqULeXtPOrmm08Q8T76ENZFuQ5rPvieO746cIpg6lWON4eQrGB/Hcy8v2GoQr5yzOx3C+Ieyy7N03Aon/vzznMXkeneu5D6x/knhW+ZkLSij6Fk12VyGyrAY3Ht1mkkXTX69qIrkfT/57WF8uudd/OzuWzBz1ixMqbTw+GNPYuP2B1GuVHDsfJK/rl/laimVLr0gwIljR7DvvTex7Z6HsWaO1llCovtycUy/zzp9X0/CPAeaqahpD+W+TqHY3MP187L+pEole+b57vx5AMDUKYnlF+ljaNdS+PSbcXx54Ev0Lt0GACjD1pNUhazIpa+4uB4l1UX6aMSsEWNDXr25JVlo9FSLUSadJ8aQZiiZtvnJizu3WqNbcv7MKXz0xvPYds+DCFpn8PWhQ5i/5g6raHoWtYEn6trqkvx2NZsN3bZCn+rZFue+JkWveSEjPtnb18ab+8RX7CKKp6KC+bDtrbEZplRXk4qkb2j+hO2xeSGdYorY7LTxxkeipqvNMX236X1kuzu/3LIUSuVSd5OCME8CgeB7jznDi7DjwV9g/+ef47WXX4ZSCitXrsA7b76Bf/3NP2Ps4mjb/LPmDuP2XQ/glWcew/Hvjl+lVneOA1/sx3XXr7jWzfjBYnDaDOx8+Bd4+6XdmDZjBi6MjEycSSC4BHTP2s7das9ZJNuMhu01mq2OTVazdAWQZZyKWAJ7IZl6bqbkyYkwz9cDee3VFnskaUH7jCK9DV/vmfb2JN6Px7VfGONqhDFSfL/Xjn1FY2LOJO1lY5fnITyb3oBbLTh/ZNI7olN+W1zkt6WQVSE9Nqs4rnfDznLGiIlLRr+O7Y17zALMeJbPWGdQ0VFMuhp67z9NofPodAVtcGBYAZsVynvMnbh3WscjMBJXe8rNSHYOXcQZt5wXk6NQ9ipg/woypGxIjkxW4N8nZtIt9d/EH9QWU7FK7t/UNbtw9tQJ/Nd/+CN2PfAz/Pt1yxDHMf7P//57PPjzh/HVaKJLFGaeC590O4Iqtt73Czz9+ksYGBzBvVsTH0o95WThRQa6da0DVTMst5aqjdGt/Z6QNE2sSJxhKlra2q5UpkgISSEjownbMWPaUJJO+4E6PzKGSu8AcE6Pi08/pOOkdbvMvMZenLwpdQLZmsogHa9aidg/Ypp0XxhLxHVjsjowpNNkvPMTC2AeA3pX9DuoSD/FjihAZZPuq7HG1nXR+5597cejCvyeQZw6V0czLgGaQfQ0s1Ri70xFO9WMmAf6lPSwn9303TM09ySg2TuaU3jMugnI7vY6Tjytblb+K+f6AKTzRb6kcsh7AMxPo2dl5d9v17cYn881uAUv05HLfaSZvpV59fXcYZ7TNqzdpUCYJ4FA8IPC0IxZ2PnAw3juiT/g3PkR+L6P+x9+EE8/8dSk8t+0dSfKlSreffPtK9zSzqGUKnYBIZg01m3Zhtd2P4e5wwuvdVMEP1J0UefpcxSxCXyhx5mY3KRcLcWks/dS3RSFGRny+l2gUEP6GsYTMbMs0AwTeTXnfifKRoJN0jWbGdaLBOw4f1+d+6ggcajQq7fTJZISydole0lfK9B54vAKxth1cxTzEzmF2RKHwzQa6dau0kiwTEoy0q8p3svN77Y+pwNpw1njihg3bvlk6wLFloJKPlPKY/dRVWSxFxW9phMqMOQUyup239sJlSLsfI5oar8vQHF8QKNf47lPQl6bSMisRyUopbDvhUdxx933YeXMBo4fP4nHX/saN92+A5FXcZpLujtEXn/x0Qcolcu459YFyYlWwkCFoWYk9Htb1pVSNIOa/iWdIGopSceNMNX9oXh3FKz2gtavGdU014xpUwEAzWaS7rGn38O2nTvx9bmabrP93hPjYvxCmfFpc/8dctJmtag/FW1NRzpNrSh/TjIwcwu9J2l6mvOIeTP6UuTPS+unkN5Rbyk536+9wWsjRDQiaktyfbxl612ZcGbZZ1iPTaQ7XtIPHcVLJetAM5tphoJ2NSi0acTiolIO7oPJnt7yvXwT0thuNPde/vfXIH9qcXTTir+dil1njBvbJclWl85fNmNIIFaPmFfHp1ShzzimP5mzE+PkJd1T324/xy82L7ksnSfxMC4QCH6Q8DwPOx94GG++/CJW/mwTpk8fwsXRfZPOv2LtRnz41iv46nCMRYsXXcGWCiaDsdFRvPfyKwCAMPZQLpdR7R9EEJSgvAA9vb2YOmfJD8ZzvODHDVk8CQSCHyzKlQrCKMSFC6N48snncfP2zkJxrL95G/a/9Tv09fVhxtTaFWqlgCOOY3z6wdsYu3AWvh+gGijUenpw2447US6X0QyBZqOBM+dHEYUhGs0QF0dH8MbuZGt22ZoNmDFn/jXuheCnjK5t2/3PVz9PlWEnsCf3OS3o/J0eFgkZhabsRdt3/HKm2ynjaLeTthKMUqOhyou2FIhat50GEs1LNDCFgwGAJgtDk15LjslsloflcMziJ+hmHHNF+yzdbh/Tr8+oVUPrOiVx2Omo7uw2rXFuZ65putcEqbS3EFM9kKJt2XzKuf0OFHuG2LswoXqh44Mhf9s6uyXnmuzr8/q6E1qAGxAw0DPH4/GkGyiT2M5J+X37PPXPjfVjXU8DY9uNtLfteL/tdqaOaJkCadE9IvpeRbh4YQSffvgONty8FcpPlH/LZTegrNluoWdKKxB7UPjT44/ib/5yJ4IgQClOttDi0HZh0ksuC3Qbe3QdRveVgplHaWgomgsjPYeEeixHGsl7PXfaQHJdB/r9f3/7Frbu3IXvRpN5oEJK6lSeMXKg8ovhbISw7UsKxkzvZRhRWyf5TXDmi4xrish2sVDSW5plNPHOqy+iP7iIjZs3YXh2H5RSePGld1Gvj8P3fPiej+F5U7HmhlXorehyFDkwDaCUwitvf45DBw9i5W2PoNbbZyskG/N3/nzaAxHqrVKPbfP0VBNOgcJ1hVqJnfoUUogwem1yX878ucRuQXYnVeUnbF9sezivPstcoFHOXQyZNjLVEuPoFNlvh1bwNs6saZtZ5yFXFQXfs6K2GZWZ3NAqRd96c4N0e8nJa1LmIzctlm07gUDw00XfwBTceGviy+dS4qV7nofbdj2IF557Ervuu7u7jesQP2anjkopPP/H3+HOB36OhdOTb9b5c99h97Mv4Obtd2Ha9GnwlIenHn8CYau/sBzP83DDhg1YtXYt/sc/PYGBqUOIycu5ilEuV7Dxth1w/dQJBN1D1xZPnuelkqgJX8KlYFqdklJZniItrRYZ6+EsUIuUeYtV9bKXszpm6StGzuCSoyikcAtUuS3L+azONHyHnS4y/uOT4aawLwBQ1qvhnp5ky+DDt57Bt6eO4YZVmzB/4RJEujERG4jAsFmhbgFX1Jt44kiVqrnkQd2ifuUHgjUSJymxM6lAMcYpT1chvWaXyRUDU2VFYg+oEo/lt+soMtdNLuoyjdM/KtN0EEDG/T9rf+G4EcNKdvdcgR5ciTzNQ3WRTGeePfC6bOYurcMOTZDnQiTtgNMsdr0tbWfAJXqX/cqMHZmzezbz5rSt0J7ariOikdIsUjmAAz7U9LwG+v43Ih9BtR9RZToOn2hhw8LknTxxJmGQakZa1u+BPh4nZWg9TjUdYNjPhDtqEVuh+12rJu/5ufGEeSK2p69KrgyAcuChkM0074vtssBc9twDMvOvaIMWenaIBePho/hNSVkvYnLs6+ZZzLh/IbaemPSS7+Glp/6A++/ZgmpwBm+/+iEuXBjFeNSDrQ/8GqfGe3HmbJJ3tDQPHx08iYPH38Pi4SHMmTcXM6cm4W0Gakm58/uSuHX/5T/sQhiGloHAgaMX8Oaz/xOrbr4Hg0PTUG8mecrksNQwEfkOZptNCiWkw/Poq019v6vVpC4KJRSFmX5HjJVCEeydAwUy6LHnv0LKqrjINpQ5Y5SUPT+nqWy21xRDyt4FTD2ATPg0mqe1Kwk9F8ZmHqd+299x5xvBpwGzw+AqmBsW3mmXbXSlJjKEmCSEefqe4cSJIzhWA2YcPYz5C5dc6+YIBD8ZrL1xE/a++w42LLx2QXl939eeuisTpv2h4PD+T/H1/k+xaeudqFQu4PmnnsH9D+5CtVbFaDzVSb/h1u2Y3jOGRqOBiycP4aMP9kK1Em/wfTUfu+7enhGmPR2KJc0/NG067vuzR/Ds0y9jcNp0LF614Wp0U/ATQ9d0nn7z+n5HN4br0GRy6FQ5K9fCkC6MUTCWi/Zy23VlYOcLjKl7mDlnr6iNE0sKIOjGDrHqTLuRv2pOTdZ1fRmJp0bmwSGFBAhx6ttvMHXWPHieh6DSBwCoxON4/ZWnsWXrvajUariYbMejZUIJ8H1+27TTa0PBTGT23261n5y3i07vty1l2Doxdl2FYG2C0Yki6YEzTVxc0sXkCRsF2+2Oak/BZVZMWlA7usuzpV/3mckfDx4owjnm97kt5cbryhdzOdNm9Jb4edamy4Lz/jsJkJfAb9PvlDm1+0sRXGLNXgVejN2P/xb/6a93olQqGZ0YckVSKRG7leRvaL2lwYHEWa6vZdFmM51byFln0zhqTPKOXEzyztBRinu0itahkxFeffFlLNz8iG6T3U/F2ODU1JtYJt9JSyFRSDJvkKsU4zKG0tN7atdZ0vRWbynJ19LpSIAnh6bZ8CwURgsqxunjx7D/4/cRxxGmTOnDijVrEVVmAAD6akne6bVkcfTdaK/VL9ITJca5OXoaH7/3NgZ6IkyfMQPbb1uLIAgQ+OkLXtHuHc6MBzj4xQG8s+cQtu26FxeiXmqwHis9DOR4NLBpS5piyKFl4NsMI51vZe43sVbp/eEsHdgxMet6uAwbhFw4+qeZhPwaP+8xxtCF3UbuoNpRP7QCojNWvrCG/G9MwBirItbMPN+Z67Q7wcMKcZ0nqo12UH5+4yLRefqxYca8BQ6Vvvup3+CVmSWcf/63uP/+XyPd2BEIBN3C7bsexDNPPo4Hf3b/Nam/p6cH06ZPx/GjX2P2/Gvv4LHZqGP/53sxcvYMqtoXU6SSD3KsEiGmf+o0rLnx5sIyps+ei6lDdwIAKrqM0bAweVtMmTqE23bei+l9TZw+eRIv7n4ZCgq+pzByfgR//hc/t9IvW7EcweASvPDUH7Fo3e2YKRZ6gi6ha8zTo2/sd8JSkH5DbCynTPrkN1NGgRyeOZO/z+7omTAJ3ASrJTf+tLec9Tqo84SGvaE1JWeW8sfKXc/bYTl4KA7L+sqMEelTJCIoreppFR2NnsQrbz8PxBHWrbwR460Ix44cwtSBqbjxth0Ya+r9+kaip2EkNmbF1rbh3NqM6/TwZEUM3CT8sPC7yodYMQnFVf7kjWDPgyOxu1kL1cPYbXZ1m/LZD5ctdQ+NA9VCfSKbOaFnxbA7EwmPjoRbnKaQQzOMqd1Wp+0FjcgziKHn24RZmHDeyX/f06bax6njXc2KZKlG7qGTWI0WD8OUMBP733gM23buwtzeRK9mTOsnGWeLWkqmAMK1mrbOaiQrguZ4ysD06jSNVtKesUZyrUnvu6aWBvsT9op0GP/7//cmbt95L0ab5JBTN123PWbhpWhcs+85jXkpsHUSWyG9W3aZZb8FpRROfvkevvv2GMqBQqVaxfp1KzBt+jTUNPM03kwyjIfJ+D377B6s27QZYWmWqdvTqvvNhqbINYvvE8tPqv3Gkjnpd2zkeT3WAc3jnlUO9ZMsqColhU/2vIPZ8xbgjtX6vuj2RloH7endH+DcmbOIgl4sXLIU04ZXAgAuNo2GIQ0cAKC/luTr1xZ/R04lfQnKCfMUUAD5KL3fEaPt6NvXcoIm07xsM0+ZP6x04Ee5+qrOxGWlSb+JRe+tzQb5OSxPXrlWHdQ8E4SXWVNza3GdPmbHKbPmZ47yZxznGn3rTZ26vezeiJPMnwgGp8/EQ/f/2ii6v/rSs2iGdRw/8Wsg43cAABKrSURBVDWe/eM/o69/OtZu3nFN2ygQ/NARxzHGRtsHGf6xYt/7b+P82TO4cf0yXL9mDSpB8uGrBu1pIs/zUOvpxShfH1xlrFq/Cc/962+wdeWu3BA3t9x+KwBgpFHGl/u/wKvPPYlZc+dj/oobr3ZTBT8CdHfxxEUZZhlC8H2bmQFSi4VivRq77MBIHnZ6svJIw1p49nFos2BAunfvkXTE9kjNkSMsMwaNW98VCNd2KBayRrBFy5KW0GiMRsZptZ+M05atybZCPH4OT7z8GF4qn8Tx5/8Rd2z7Jaq9/aYtFMwYMUmfmdYz1o5biDhsjxkAmyfke+M5mmysvnRvn5ddWPckHaAo5daVtkCDRbwpILEm1GW7FHBfSAZEjhBpy24Gt3DiZEqRPpKN9g03LBexG6z/jtUlY8+4WpnV1wLLTqeFRUwcB2PmUrVEzha7edKiiQ3R74Zq4d2XnsVD99+FvkoMMqKq6sCxZMlH1mv0HBHjRCNQ7Um31FsUwFZn6dWFBNpyraEZpPOjCasx1J9MyXOnlTDFO4PzccLmBGwOTdlBPg9m+E8TTNWWvPNIvLOnTmBKcBa7fnYLekoNACNm7hzX1sFj5L5Kj2MzTu7nyZPn0IorlvV0YywJQ+OVKrqdeoSYhS7dg9gvW+koVAwxN3xHISQNcT15N+Ik/ebtD+C//v2T6J8yiAVzBjG8cCHmzBoEAMybksyF8wdbWDVrGCsWTsU//4/fYHzkJPoHBjB36Sr09vVjvEVW0QnjeEIrmBIr5tGLQfqm1sNG3ycd8sboR9lhdfhNKOKC0wScudHnI/cdc0oj5sUp3NYBMvM0Z5q5DnOe3z56D6lk3V8z1XJmzQSd1mURU8Xed3PfixRQkVFg4eFYFO93++9ypxDm6QeO/sGp2Ll5F2pv78Zg3yAqPX3XukkCwQ8SY6MXcP7saZw5fRp9/cV+hq4GNm66CX965jks3/rrq1LfgX0f4s/u39xxvhefeQFb7rjnCrTo0tDbP4B7fv7niOMY8cXjOPD5F/jo3TPYcfdd4CYNg1MH8Z/+89/i2/MlXBwdxQfvvY0wDHHDLbtQLv94rB0FVwZdWzzF8FOpmS3taD8+ZnulYUYpOt2f1CcMeUVSb3KiVtH+UErk/0gn1xJcWe9DG817s1omn02ubRCxUmR1ETFWRJHfFoeAILaEM252H0x6j//hXkw9LSc/ETsmRoosZi6Ot4Ceadh1378HAHzw+hNYuHApps5dDgAYC20v59YWr2kno2Dox1znHWf+nlhXjL4SP2+VYw9SEePkNJFd4H6fTP5LkS4K8qQGcu3ZLcX+ynAA5i+zx1/AwKSkpM16phYljGEiJpZZV+YrCdh18jFzglM7VqYkHZoEVp+4voKf7SNXhGLtdyRqxY/t7K7PLf5eu2yAiTFK75oRa5M8Z787jI033YilC6YB8QXjx6mm2SJff1BJTzEw7BfJvswPDrK+vswZAEBJM8K9uu5zmqkZGU/KXjSzgnvv3Ig/vfU0tu3ciSNntc+hwG4zza2cNQTcd6eId/ShABWjUvIAKIw07OeXpmmaF2msX3p5P4avvw19U2cjVEDYGMt2PPlx9OaSywFrL3WLvJ+nz4Oy+kkWbrS4ydOhuxgmnzXVswyz1izGx7v/AecvNDDan/jYaurdBx/J/V00OAYMArMHb0C9XscfnngUq9ZtxJTZyRzaU0uYqz7d71Zs27qqZrpfaXYpdEDjKE7ua0V3UJ9GK7T9OpHvIePviTy062eQLAGNFWOedjDTb+XvCLei8xjjZPSWjJ5l+0k0a23nMQs3z1guEuWY70vMvItgz4mJzkG7Gfa3KQiKDaa4JV8Ksprsil1wd6yLBd8ffHvxLH7z1ft45vl/xqHP917r5ggEPxisWLMWhw98ca2bYTBv/hwsWLwI77/15rVuigPSDZs97/trvTY2egEv/vFR3P3gAxiaNg2tVgunT53Bd8eOIwxtPS6lFI4eOYp333wXzXoDM2bPvkatFvxQ0DVruy60RSAQCAQCgeBq4Cul1OJLzdyVxZNAIBAIBALBTwWybScQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAWTxJBAIBAKBQNABZPEkEAgEAoFA0AFk8SQQCAQCgUDQAUrdKGSGN0c10XQveF7y45wvPHDy5l+bKO8E1ydqVGE2b8JiL68NCVQn9Uyimsm0W02qnE7qhHUPVWGaS68nt8wutP+yyu2gfqueK1B+XtrLug+XkUd187m65Dyq8/IvK23haHc0lfBEXrtyKU1hwaq43sI2ufUVlZ/XtqKpsG1aJ69qmy6vPLeNKpO207w5aVi5uW0qbHcHbcnLUzCWkxoXVt6ltLtdPYX3cDLlmWfQzTVRue3zuGuR9/Y2nlFK3ZfTvEmhK4unJpq42b/bHHs+jYCfeww/0wVaYPm+dQznODMMvBzPa583Nw3PmyHhisotygtAmWsF9XWQ1rmed81j53PT8vIL6s8pl+e1Pn70t8/ryc87mTT8utWnDtpUXA/a5Cnqe3fKL0yLDtJ20KZ2eTpJeyl53LTqktvv5M3CyZuzMCoorzBv5ppXVK4pPy+PanucV65nftvlsT8wXkFeAPCda3Yafh0AfLRP43vZj7Z9Ls3LzmfLL8hzaWljN09BmsApI3bqCZBfbmCVz67xY8qbeSbMOWoLqydAts90Lr+etuXD7mtaRtrXAHw87HJNnpzyTbudPO69M/Wwa3Rs9xl2WlMvnfes88k1OuexNJ51PTnns2u+dR4Agrn7Z+AyINt2AoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk8CgUAgEAgEHUAWTwKBQCAQCAQdQBZPAoFAIBAIBB1AFk//f3v3HyNHWcdx/P1pubRijVIrTaUkxYqiIVpQCgFCCxJEIVojVSoCRhPRgNEYQlpiYvEvqkGMiWJaVC4I1oIEzIW0JfHq77SWytmjZylQAtVLW8WKpSmE8vWPeVbGy87uzd7M1Fw/r2Rzs8/MPjP77fe233tmdh4zMzOzElw8mZmZmZXg4snMzMysBBdPZmZmZiW4eDIzMzMrwcWTmZmZWQkunszMzMxKUERMvBNpGDg88cOxEmYBfz/aB3GMccyb55g3zzFvnmPevOkRcXqvLz6uooM4HBHvr6gvGwdJWx3zZjnmzXPMm+eYN88xb56krRN5vU/bmZmZmZXg4snMzMyshKqKp9UV9WPj55g3zzFvnmPePMe8eY558yYU80ouGDczMzM7Vvi0nZmZmVkJLp7MzMzMSuhaPEn6kaR96V5OrbaZkh6RtCv9PCG3boWkJyXtlPTBug58MiuI+UpJf5X0WHp8OLfOMZ8gSSdLGpQ0IulxSV9O7c71mnSIuXO9JpKmS9oiaSjF/JbU7jyvSYeYO89rJmmqpD9JGkjPq8vziOj4AC4AzgSGc23fBJan5eXAqrT8bmAImAacAjwFTO22Dz/GFfOVwI1ttnXMq4n5HODMtPwG4IkUW+d68zF3rtcXcwEz0nIfsBk4x3l+VGLuPK8/9l8F7gUG0vPK8rzryFNE/Bp4fkzzR4H+tNwPLMm1r42IlyJiN/AksLDbPux/FcS8iGNegYgYjYhtafnfwAhwEs712nSIeRHHfIIiczA97UuPwHlemw4xL+KYV0DSXOAy4M5cc2V53us1T7MjYhSyD0DgxNR+EvBcbrs9dP4wtHJukPTndFqvNdzomFdM0jzgDLK/EJ3rDRgTc3Cu1yadyngM2Ac8EhHO85oVxByc53X6DnAT8GqurbI8r/qCcbVp870QqnEHMB9YAIwCt6V2x7xCkmYAPwe+EhEvdNq0TZvj3oM2MXeu1ygijkTEAmAusFBSp/m9HPMKFMTceV4TSZcD+yLi0fG+pE1bx5j3WjztlTQHIP3cl9r3ACfntpsL/K3HfVhOROxNv4CvAmt4bUjRMa+IpD6y/8TviYgHUrNzvUbtYu5cb0ZEHAA2AZfiPG9EPubO81qdB3xE0jPAWuAiST+hwjzvtXj6BXBtWr4WeCjXfqWkaZJOAU4FtvS4D8tp/YMnHwNa38RzzCsgScAPgZGI+HZulXO9JkUxd67XR9JbJL0pLb8OuBj4C87z2hTF3Hlen4hYERFzI2IecCXwy4j4NBXm+XHdDkLST4HFwCxJe4CvA7cC6yR9DngWWJoO+HFJ64AdwCvA9RFxZPxv2aAw5oslLSAbSnwGuA4c8wqdB1wNbE/XJgDcjHO9TkUxX+Zcr80coF/SVLI/ntdFxICkP+A8r0tRzO92njeuss9zT89iZmZmVoLvMG5mZmZWgosnMzMzsxJcPJmZmZmV4OLJzMzMrAQXT2ZmZmYluHgyMyCbIkXS8Ji2lZJuTMvnSNqcZoAfkbQytX9G0v40e/kuSRsknXsU3oKZWSO63ufJzCzpBz4REUPpnjXvzK37WUTcACDpQuABSRdGxEhVO5c01fe7MbP/Bx55MrPxOpFsDq7WXF072m0UEYPAauDzY9dJukvSDyT9RtITaQ6q1sSp35L0xzRR6nWpfbGkQUn3Atvb9LdM0nZJw5JW5doP5pavkHRXbv/flfR7SU9LuiK33U2pryFJt6a2+ZLWS3o0HfNpPcTNzCYZjzyZ2XjdDuyUtAlYD/RHxOGCbbeR7pjcxjxgEdmkqIOS3g5cA/wrIs6SNA34naSNafuFwOkRsTvfiaS3AquA9wH/BDZKWhIRD3Z5H3OA84HTyKZluF/Sh4AlwNkRcUjSzLTtauALEbFL0tnA94GLuvRvZpOciyczaymabiAAIuIbku4BLgE+BSwjm0aonXazlLesS5Oh7pL0NFkRcwnwntxI0BvJ5pd6GdgytnBKzgI2RcR+gHRsFwDdiqcH0/53SJqd2i4GfhwRh9J7fV7SDOBc4L5sGj4ApnXp28yOAS6ezKzlH8AJY9pmAv8tXCLiKeAOSWuA/ZLeXNDXGUDR9U5ji7QgK7a+FBEb8iskLQZeLOinU4GW38f0MeteatOH2hzXFOBARCzosB8zOwb5miczAyAiDgKjkj4AkE5dXQr8Nj2/TK8NwZwKHAEOjO1H0iKy653WFOxqqaQpkuYDbwN2AhuAL0rqS328Q9LruxzyZmCRpFnpAvZlwK/Sur2S3iVpCtmM9d1sBD4r6fjWe4+IF4DdkpamNkl67zj6MrNJziNPZpZ3DfA9Sbel57ek0SaAq4HbJR0im3n8qog4kuqpT0o6HziebKTq4x2+abeTrMiZTXY90WFJd5JdC7UtFWj7ya5BKhQRo5JWAINkI0cPR8RDafVyYAB4DhgGZnTpa32a4X6rpJeBh4GbgavIRtq+BvQBa4GhTn2Z2eSniKLLHMzMqpW+9TYQEfcf7WMxM+uVT9uZmZmZleCRJzMzM7MSPPJkZmZmVoKLJzMzM7MSXDyZmZmZleDiyczMzKwEF09mZmZmJfwHaeYO/o9SHwcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import cartopy\n",
    "from geoslurp.tools.shapelytools import shpextract\n",
    "from cartopy.feature import ShapelyFeature\n",
    "\n",
    "\n",
    "cmap = mpl.cm.viridis\n",
    "proj=ccrs.EquidistantConic(central_longitude=-100.0, central_latitude=37.5, standard_parallels=(30.0, 45.0))\n",
    "proj=ccrs.PlateCarree()\n",
    "mpl.figure(figsize=(10,7))\n",
    "ax = mpl.axes(projection=proj)\n",
    "ax.set_extent((-180., -45., 20.,75.),crs=ccrs.PlateCarree())\n",
    "background=ax.stock_img()\n",
    "background.set_alpha(0.6)\n",
    "ax.coastlines(linewidth=0.3)\n",
    "minprice=100\n",
    "maxprice=400\n",
    "for entry in queryAveragePerState(gpcon):\n",
    "    geom=ShapelyFeature([shpextract(entry)],crs=ccrs.PlateCarree(),edgecolor='gray',facecolor=cmap((entry.avg-minprice)/(maxprice-minprice)),zorder=10,linewidth=0.5)\n",
    "    ax.add_feature(geom)\n",
    "\n",
    "    \n",
    "sm = mpl.cm.ScalarMappable(cmap=cmap,norm=mpl.Normalize(minprice,maxprice))\n",
    "sm._A = []\n",
    "cbar=mpl.colorbar(sm,ax=ax,orientation='horizontal')    \n",
    "cbar.set_label(\"USD per ounce\")\n",
    "mpl.title(\"Average US Marijuana Street price for an ounce of medium quality\")\n",
    "mpl.show()\n"
   ]
  }
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